diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bc02ba29f23631e42320bb4691759a884b59cee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15304, "bytes_utf8": 15304, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 858, "bytes_utf8": 858, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 12032, "output_tokens": 787, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..04f4f4f550c71f8b5d5f18cd8aaf9e637dfda540 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_0754ecff423f0836", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 12032, + "output_tokens": 787, + "total_tokens": 17931, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15981.27, + "sql_execution_elapsed_ms_total": 922.38, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f56b97643b86c75664bb6c95d5412233e1a4fbe5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:58:26.700355+00:00", + "ended_at": "2026-05-19T15:58:42.681656+00:00", + "elapsed_ms": 15981.27, + "prompt_metrics": { + "chars": 15304, + "bytes_utf8": 15304, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1311, + "bytes_utf8": 1311, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 858, + "bytes_utf8": 858, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 12032, + "output_tokens": 787, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..92493083c5c75c4748cea617a888b0eab47b0e46 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V1.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V1", + "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": 0.80862, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..96cc0e61a9855d253ff6a910f9cfa9e1d0e09c63 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f5-bc94-7ba1-aa29-d99c821817e8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V1\\\" AS REAL) AS \\\"v1_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V1\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V1\\\" IS NOT NULL\\n),\\n\\\"picked\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n \\\"v1_value\\\"\\n FROM \\\"ranked\\\"\\n WHERE \\\"rn\\\" = ((\\\"cnt\\\" * 95 + 99) / 100)\\n)\\nSELECT\\n \\\"Class\\\",\\n \\\"v1_value\\\" AS \\\"percentile_measure\\\"\\nFROM \\\"picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses a nearest-rank 95th percentile per \\\"Class\\\" with window functions and CAST(\\\"V1\\\" AS REAL) because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":12032,"output_tokens":787,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..37a047664a8cee7ea9ce460aba32ddbb16fcf819 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n SELECT\n \"Class\",\n CAST(\"V1\" AS REAL) AS \"v1_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V1\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V1\" IS NOT NULL\n),\n\"picked\" AS (\n SELECT\n \"Class\",\n \"v1_value\"\n FROM \"ranked\"\n WHERE \"rn\" = ((\"cnt\" * 95 + 99) / 100)\n)\nSELECT\n \"Class\",\n \"v1_value\" AS \"percentile_measure\"\nFROM \"picked\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this uses a nearest-rank 95th percentile per \"Class\" with window functions and CAST(\"V1\" AS REAL) because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0754ecff423f0836/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5e19b71e25c706aa4815f8db5dc1b3a1ad5ac33b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 466, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 303, "bytes_utf8": 303, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17114, "cached_input_tokens": 12032, "output_tokens": 247, "reasoning_output_tokens": 158}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..89e1bd5c6984714690a9c58012a4e527f959011e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_08817705c0b5f58c", + "api_calls": 0, + "input_tokens": 17114, + "cached_input_tokens": 12032, + "output_tokens": 247, + "total_tokens": 17361, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11568.72, + "sql_execution_elapsed_ms_total": 153.79, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d59859872d557591f8099a6c44fb527d4c8e1750 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:56.638499+00:00", + "ended_at": "2026-05-19T16:04:00.026943+00:00", + "elapsed_ms": 3388.41, + "returncode": 1, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..788b74295b07f2654e1e7bbae8a79e1cf280e701 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:04:01.028808+00:00", + "ended_at": "2026-05-19T16:04:09.209150+00:00", + "elapsed_ms": 8180.31, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 656, + "bytes_utf8": 656, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17114, + "cached_input_tokens": 12032, + "output_tokens": 247, + "reasoning_output_tokens": 158 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e76c2f7249be813751083d174fd06c767dadb17 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.559176, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e76c2f7249be813751083d174fd06c767dadb17 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.559176, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3953241b1b197e8f12f8f51b54c3b2f4dbbc038 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-c59c-73e3-a3b6-52b5ac03dc91"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ee539b6df95c36a1d4e343056f735846aba291e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-c59c-73e3-a3b6-52b5ac03dc91"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..399c8b556945ed1449e8ef9c290061a3a419f0d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-d682-7e03-b661-a84d621037f8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n \\\"Class\\\",\\n COUNT(*) AS support\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY support ASC, \\\"Class\\\"\\nLIMIT 13;\",\"notes\":\"Uses the planned Low-Support Group Count template with group_col bound to \\\"Class\\\" and top_k set to 13.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17114,"cached_input_tokens":12032,"output_tokens":247,"reasoning_output_tokens":158}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..16a341cd80c2cdc92697a39d09e0c158298f3f59 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n \"Class\",\n COUNT(*) AS support\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY support ASC, \"Class\"\nLIMIT 13;","notes":"Uses the planned Low-Support Group Count template with group_col bound to \"Class\" and top_k set to 13."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08817705c0b5f58c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..682a10f26948b92fb0f7d39d0bed246aab159dad --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15377, "bytes_utf8": 15377, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17165, "cached_input_tokens": 12032, "output_tokens": 254, "reasoning_output_tokens": 152}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7cea9317cb9001e4a5ce239f5f755ece28cfb661 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_08e1ff53842a706c", + "api_calls": 0, + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 254, + "total_tokens": 17419, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7866.29, + "sql_execution_elapsed_ms_total": 147.31, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e215fc89685c94ac9e4fb903e4eb334c6599bcd0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:00:14.175274+00:00", + "ended_at": "2026-05-19T16:00:22.041589+00:00", + "elapsed_ms": 7866.29, + "prompt_metrics": { + "chars": 15377, + "bytes_utf8": 15377, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 745, + "bytes_utf8": 745, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 254, + "reasoning_output_tokens": 152 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e004bc999b02577141a36d4055f5b911d30264ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.125246, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..57be8b88cddb867965c3679abe823164a38310c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-6069-7801-8fb0-e9c9ee835044"} +{"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\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"Class\\\", using condition_value '1' and SQLite-compatible aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17165,"cached_input_tokens":12032,"output_tokens":254,"reasoning_output_tokens":152}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..df3ae196760e33f85636b736d4a54f7ece1e0f89 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY condition_rate DESC;","notes":"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \"Class\", using condition_value '1' and SQLite-compatible aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_08e1ff53842a706c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6d21deaf9a06bf5d91d83bea0361c0b6bdaa6677 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15211, "bytes_utf8": 15211, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 15744, "output_tokens": 527, "reasoning_output_tokens": 424}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8c0b89317165bf7e0b1dd65bf9a8c932d9848b05 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_0b730db30452939e", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 527, + "total_tokens": 17644, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14571.56, + "sql_execution_elapsed_ms_total": 640.81, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0a24e76527526a2a53bd0aee3ebe5922e830bdf5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:43:39.665167+00:00", + "ended_at": "2026-05-19T15:43:54.236757+00:00", + "elapsed_ms": 14571.56, + "prompt_metrics": { + "chars": 15211, + "bytes_utf8": 15211, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 760, + "bytes_utf8": 760, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 527, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f94c0f4626771c55a0deafa0932efe55a8c4ad44 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V24.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V24", + "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": 0.083704, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b16c58da6a565ca8cc867ca0e49848898662f98a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e8-337e-7670-a81c-f8108ff7f8c8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Class\\\",\\n AVG(CAST(\\\"V24\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V24\\\". CAST to REAL is included because the SQLite schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":15744,"output_tokens":527,"reasoning_output_tokens":424}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..102f4d37c2fe04631811f4228a8541783ba95790 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Class\",\n AVG(CAST(\"V24\" AS REAL)) OVER (PARTITION BY \"Class\") AS avg_measure\nFROM \"n16\"\nORDER BY avg_measure DESC;","notes":"Used the provided Window Partition Average template with group_col=\"Class\" and measure_col=\"V24\". CAST to REAL is included because the SQLite schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0b730db30452939e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..10806c8eb818c7d6d5e9018dd25b1834e28aa0b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/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=Class. +Result preview: [{"Class": "0", "row_count": 284315}, {"Class": "1", "row_count": 492}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..365c09e06e5c56284f4319fcb637c06f2d9c503e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_c +-- sql_source_dataset_id: n16 +-- 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_n16_0bc2bc172af0110b +-- problem_id: v2p_n16_2d40cba77b8493a7 +-- realization_mode: agent +-- source_kind: agent +SELECT "Class", COUNT(*) AS "row_count" +FROM "n16" +GROUP BY "Class" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..21a7c10430df333b39b98acbeeab26ee21f626c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/query_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 \"Class\", COUNT(*) AS \"row_count\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Class\", \"row_count\"], \"rows\": [{\"Class\": \"0\", \"row_count\": 284315}, {\"Class\": \"1\", \"row_count\": 492}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 143.77}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8a0bb0a1f4cec1c9b5c22cc7022cf3262869e129 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_cli_20260502_081223_c", + "dataset_id": "n16", + "started_at": "2026-05-19T15:33:28.388266+00:00", + "ended_at": "2026-05-19T15:33:50.939436+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n16_0bc2bc172af0110b", + "problem_id": "v2p_n16_2d40cba77b8493a7", + "dataset_id": "n16", + "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=Class.", + "bindings": { + "group_col": "Class", + "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": 0.663909, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'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": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/sql/v2q_n16_0bc2bc172af0110b.sql", + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_0bc2bc172af0110b", + "api_calls": 0, + "input_tokens": 17079, + "cached_input_tokens": 15744, + "output_tokens": 192, + "total_tokens": 17271, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22348.79, + "sql_execution_elapsed_ms_total": 143.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..692778f0b9142d5aff60cf5f6c746a7294e2b288 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-19T15:33:50.793209+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22348.79, "started_at": "2026-05-19T15:33:28.443505+00:00", "ended_at": "2026-05-19T15:33:50.792323+00:00", "prompt_metrics": {"chars": 15046, "bytes_utf8": 15046, "lines": 466, "estimated_tokens": null}, "response_metrics": {"chars": 286, "bytes_utf8": 286, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 15744, "output_tokens": 192, "reasoning_output_tokens": 116}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the provided grouped-count template with group_col bound to \\\"Class\\\" to measure class count distribution.\"}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d096f853b8de97717f7191745185032084858d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15207, "bytes_utf8": 15207, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17116, "cached_input_tokens": 15744, "output_tokens": 287, "reasoning_output_tokens": 179}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8dd1c3795d5dfecb9f2b4111ca105f8ee801878a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_0f407c6b5179afca", + "api_calls": 0, + "input_tokens": 17116, + "cached_input_tokens": 15744, + "output_tokens": 287, + "total_tokens": 17403, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16798.95, + "sql_execution_elapsed_ms_total": 661.79, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1e0ee64a1a94b5c1a9483d5e47bb78096d24e266 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:41:24.053875+00:00", + "ended_at": "2026-05-19T15:41:40.852866+00:00", + "elapsed_ms": 16798.95, + "prompt_metrics": { + "chars": 15207, + "bytes_utf8": 15207, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1436, + "bytes_utf8": 1436, + "lines": 6, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17116, + "cached_input_tokens": 15744, + "output_tokens": 287, + "reasoning_output_tokens": 179 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5098a8028edb64be6432fa54165130545753f81c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.382126, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..92181fe29649f89f4591d2b16c159afc0ca406d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,6 @@ +{"type":"thread.started","thread_id":"019e40e6-21c5-7af2-a302-0a1d9bf9aa03"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1982428, Requested 17751. Please try again in 5ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17751. Please try again in 532ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Class\\\",\\n AVG(CAST(\\\"V19\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the required Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V19\\\". Cast \\\"V19\\\" to REAL because the SQLite schema stores it as TEXT while it is semantically numeric.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17116,"cached_input_tokens":15744,"output_tokens":287,"reasoning_output_tokens":179}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9013aa49270191a34bd235a005509a5ec3f6b66d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Class\",\n AVG(CAST(\"V19\" AS REAL)) OVER (PARTITION BY \"Class\") AS avg_measure\nFROM \"n16\"\nORDER BY avg_measure DESC;","notes":"Used the required Window Partition Average template with group_col=\"Class\" and measure_col=\"V19\". Cast \"V19\" to REAL because the SQLite schema stores it as TEXT while it is semantically numeric."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2051f4ef618f891b7918a1302d753c1b92f055ba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15682, "bytes_utf8": 15682, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 629, "bytes_utf8": 629, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 12032, "output_tokens": 480, "reasoning_output_tokens": 311}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..db35802291fa7795d3128ed3f23888decf22d03b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_10c10ba908d1de1a", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 12032, + "output_tokens": 480, + "total_tokens": 17722, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17374.38, + "sql_execution_elapsed_ms_total": 229.49, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7188fc9db41ba7deec6eadb5ad3f44fceece10e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:50:06.023139+00:00", + "ended_at": "2026-05-19T15:50:23.397560+00:00", + "elapsed_ms": 17374.38, + "prompt_metrics": { + "chars": 15682, + "bytes_utf8": 15682, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1333, + "bytes_utf8": 1333, + "lines": 5, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 629, + "bytes_utf8": 629, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 12032, + "output_tokens": 480, + "reasoning_output_tokens": 311 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7416d7c618c9029d333c44b9b0333130d700dc85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.270459, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7997aab5da430d1b122595b76e81268c196f4c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,5 @@ +{"type":"thread.started","thread_id":"019e40ee-18de-7240-97d6-dfb200b19eae"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1986918, Requested 17877. Please try again in 143ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V19\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Used the planned Relative-to-Total Extreme Threshold template with group_col=\\\"Class\\\" and measure_col=\\\"V19\\\". CAST(\\\"V19\\\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":12032,"output_tokens":480,"reasoning_output_tokens":311}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7e44a63d5291aa847c8a0115ba84e26f36fbd37 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V19\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Used the planned Relative-to-Total Extreme Threshold template with group_col=\"Class\" and measure_col=\"V19\". CAST(\"V19\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..844dc919c39229394297b482ba43c773a0d2e325 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=Time. +Result preview: [{"Class": "0", "percentile_measure": 164149.3}, {"Class": "1", "percentile_measure": 156696.25}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..07331cdb64a5e8b2fa198c75211f81daba2313c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/generated_sql.sql @@ -0,0 +1,64 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_c +-- sql_source_dataset_id: n16 +-- family_id: tail_rarity_structure +-- canonical_subitem_id: tail_concentration_consistency +-- intended_facet_id: rare_target_concentration +-- variant_semantic_role: focused_target_view +-- template_id: tpl_grouped_percentile_point +-- query_record_id: v2q_n16_174a8a96df78039f +-- problem_id: v2p_n16_234a47355da3170f +-- realization_mode: agent +-- source_kind: agent +WITH "ordered" AS ( + SELECT + "Class", + CAST("Time" AS REAL) AS "time_value", + ROW_NUMBER() OVER ( + PARTITION BY "Class" + ORDER BY CAST("Time" AS REAL) + ) AS "rn", + COUNT(*) OVER ( + PARTITION BY "Class" + ) AS "cnt" + FROM "n16" + WHERE "Class" IS NOT NULL + AND "Time" IS NOT NULL +), +"positions" AS ( + SELECT DISTINCT + "Class", + (1.0 + 0.95 * ("cnt" - 1)) AS "pos", + CAST((1.0 + 0.95 * ("cnt" - 1)) AS INTEGER) AS "lower_rn", + CAST((1.0 + 0.95 * ("cnt" - 1)) AS INTEGER) + CASE + WHEN (1.0 + 0.95 * ("cnt" - 1)) > CAST((1.0 + 0.95 * ("cnt" - 1)) AS INTEGER) THEN 1 + ELSE 0 + END AS "upper_rn" + FROM "ordered" +), +"bounds" AS ( + SELECT + p."Class", + p."pos", + p."lower_rn", + p."upper_rn", + MAX(CASE WHEN o."rn" = p."lower_rn" THEN o."time_value" END) AS "lower_value", + MAX(CASE WHEN o."rn" = p."upper_rn" THEN o."time_value" END) AS "upper_value" + FROM "positions" AS p + JOIN "ordered" AS o + ON o."Class" = p."Class" + GROUP BY + p."Class", + p."pos", + p."lower_rn", + p."upper_rn" +) +SELECT + "Class", + CASE + WHEN "lower_rn" = "upper_rn" THEN "lower_value" + ELSE "lower_value" + (("pos" - "lower_rn") * ("upper_value" - "lower_value")) + END AS "percentile_measure" +FROM "bounds" +ORDER BY "percentile_measure" DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77c8a4a471dc5c6b8f183c5248a7a94561282a68 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n SELECT\n \"Class\",\n CAST(\"Time\" AS REAL) AS \"time_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"Time\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"Time\" IS NOT NULL\n),\n\"positions\" AS (\n SELECT DISTINCT\n \"Class\",\n (1.0 + 0.95 * (\"cnt\" - 1)) AS \"pos\",\n CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) AS \"lower_rn\",\n CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) + CASE\n WHEN (1.0 + 0.95 * (\"cnt\" - 1)) > CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) THEN 1\n ELSE 0\n END AS \"upper_rn\"\n FROM \"ordered\"\n),\n\"bounds\" AS (\n SELECT\n p.\"Class\",\n p.\"pos\",\n p.\"lower_rn\",\n p.\"upper_rn\",\n MAX(CASE WHEN o.\"rn\" = p.\"lower_rn\" THEN o.\"time_value\" END) AS \"lower_value\",\n MAX(CASE WHEN o.\"rn\" = p.\"upper_rn\" THEN o.\"time_value\" END) AS \"upper_value\"\n FROM \"positions\" AS p\n JOIN \"ordered\" AS o\n ON o.\"Class\" = p.\"Class\"\n GROUP BY\n p.\"Class\",\n p.\"pos\",\n p.\"lower_rn\",\n p.\"upper_rn\"\n)\nSELECT\n \"Class\",\n CASE\n WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_value\"\n ELSE \"lower_value\" + ((\"pos\" - \"lower_rn\") * (\"upper_value\" - \"lower_value\"))\n END AS \"percentile_measure\"\nFROM \"bounds\"\nORDER BY \"percentile_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"Time\\\" AS REAL) AS \\\"time_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"Time\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"Time\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n SELECT DISTINCT\\n \\\"Class\\\",\\n (1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS \\\"pos\\\",\\n CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) + CASE\\n WHEN (1.0 + 0.95 * (\\\"cnt\\\" - 1)) > CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) THEN 1\\n ELSE 0\\n END AS \\\"upper_rn\\\"\\n FROM \\\"ordered\\\"\\n),\\n\\\"bounds\\\" AS (\\n SELECT\\n p.\\\"Class\\\",\\n p.\\\"pos\\\",\\n p.\\\"lower_rn\\\",\\n p.\\\"upper_rn\\\",\\n MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"time_value\\\" END) AS \\\"lower_value\\\",\\n MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"upper_rn\\\" THEN o.\\\"time_value\\\" END) AS \\\"upper_value\\\"\\n FROM \\\"positions\\\" AS p\\n JOIN \\\"ordered\\\" AS o\\n ON o.\\\"Class\\\" = p.\\\"Class\\\"\\n GROUP BY\\n p.\\\"Class\\\",\\n p.\\\"pos\\\",\\n p.\\\"lower_rn\\\",\\n p.\\\"upper_rn\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\n CASE\\n WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_value\\\"\\n ELSE \\\"lower_value\\\" + ((\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_value\\\" - \\\"lower_value\\\"))\\n END AS \\\"percentile_measure\\\"\\nFROM \\\"bounds\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\", \"columns\": [\"Class\", \"percentile_measure\"], \"rows\": [{\"Class\": \"0\", \"percentile_measure\": 164149.3}, {\"Class\": \"1\", \"percentile_measure\": 156696.25}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1129.76}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d31b4b41271b73a5453dc3e19d9e1f1680aa92bd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_cli_20260502_081223_c", + "dataset_id": "n16", + "started_at": "2026-05-19T15:57:21.538717+00:00", + "ended_at": "2026-05-19T15:57:41.994154+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n16_174a8a96df78039f", + "problem_id": "v2p_n16_234a47355da3170f", + "dataset_id": "n16", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "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 Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=Time.", + "bindings": { + "group_col": "Class", + "measure_col": "Time", + "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": 62140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'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},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=90" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "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": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/sql/v2q_n16_174a8a96df78039f.sql", + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_174a8a96df78039f", + "api_calls": 0, + "input_tokens": 17142, + "cached_input_tokens": 15744, + "output_tokens": 1104, + "total_tokens": 18246, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19267.38, + "sql_execution_elapsed_ms_total": 1129.76, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1a94e9a824b39bcf1e28e87a1568b5dc13bfb3ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-19T15:57:40.861388+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19267.38, "started_at": "2026-05-19T15:57:21.593101+00:00", "ended_at": "2026-05-19T15:57:40.860516+00:00", "prompt_metrics": {"chars": 15306, "bytes_utf8": 15306, "lines": 468, "estimated_tokens": null}, "response_metrics": {"chars": 1767, "bytes_utf8": 1767, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17142, "cached_input_tokens": 15744, "output_tokens": 1104, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"Time\\\" AS REAL) AS \\\"time_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"Time\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"Time\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n SELECT DISTINCT\\n \\\"Class\\\",\\n (1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS \\\"pos\\\",\\n CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) + CASE\\n WHEN (1.0 + 0.95 * (\\\"cnt\\\" - 1)) > CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) THEN 1\\n ELSE 0\\n END AS \\\"upper_rn\\\"\\n FROM \\\"ordered\\\"\\n),\\n\\\"bounds\\\" AS (\\n SELECT\\n p.\\\"Class\\\",\\n p.\\\"pos\\\",\\n p.\\\"lower_rn\\\",\\n p.\\\"upper_rn\\\",\\n MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"time_value\\\" END) AS \\\"lower_value\\\",\\n MAX"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cb95c794744c35f5471116868eaee783f3d28e6a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_174a8a96df78039f", + "api_calls": 0, + "input_tokens": 17142, + "cached_input_tokens": 15744, + "output_tokens": 1104, + "total_tokens": 18246, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19267.38, + "sql_execution_elapsed_ms_total": 1129.76, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a6d337508892c24a5ce4919e82bd32a77a4ad19 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15683, "bytes_utf8": 15683, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 594, "bytes_utf8": 594, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17244, "cached_input_tokens": 15744, "output_tokens": 416, "reasoning_output_tokens": 253}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2c454b6abecea6e26f1d7ea6d5934a5488b444e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_1771618342c21a4c", + "api_calls": 0, + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 416, + "total_tokens": 17660, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13865.15, + "sql_execution_elapsed_ms_total": 239.36, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f3f87372e6e67125e98296641622d22d41f49f25 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:50:37.896185+00:00", + "ended_at": "2026-05-19T15:50:51.761372+00:00", + "elapsed_ms": 13865.15, + "prompt_metrics": { + "chars": 15683, + "bytes_utf8": 15683, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1298, + "bytes_utf8": 1298, + "lines": 5, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 594, + "bytes_utf8": 594, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 416, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..57d5ae8acdc4380c21dace2dd4e3191e47fd0b77 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V20.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V20", + "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": 0.523546, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0ce9f661f30a16b2c3ae1a05def67c789df64ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,5 @@ +{"type":"thread.started","thread_id":"019e40ee-9582-7fc3-b7b6-c6404ded71ed"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17879. Please try again in 536ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V20\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the provided template with group_col=\\\"Class\\\" and measure_col=\\\"V20\\\". CAST(\\\"V20\\\" AS REAL) is used because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17244,"cached_input_tokens":15744,"output_tokens":416,"reasoning_output_tokens":253}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6cdf2465962c52551b502e2567503f40296c0de2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V20\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Applied the provided template with group_col=\"Class\" and measure_col=\"V20\". CAST(\"V20\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1771618342c21a4c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82323a4e0147ab8ec1d19945010607fbe9482c5a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15534, "bytes_utf8": 15534, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17224, "cached_input_tokens": 12032, "output_tokens": 1325, "reasoning_output_tokens": 1156}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b07c9b92157f24884b096f9d934ced9998cbb232 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_1a7f4f74508ec2d0", + "api_calls": 0, + "input_tokens": 17224, + "cached_input_tokens": 12032, + "output_tokens": 1325, + "total_tokens": 18549, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27603.2, + "sql_execution_elapsed_ms_total": 494.21, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..016f031415c8356c0525de60ad366f463e870293 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:36:05.077667+00:00", + "ended_at": "2026-05-19T15:36:32.680899+00:00", + "elapsed_ms": 27603.2, + "prompt_metrics": { + "chars": 15534, + "bytes_utf8": 15534, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 963, + "bytes_utf8": 963, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17224, + "cached_input_tokens": 12032, + "output_tokens": 1325, + "reasoning_output_tokens": 1156 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7710a9b99f4077ee92da4eec8926d406020273b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V28.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V28", + "item_col": "Amount", + "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": 0.097072, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..11c678c55335f962da1b69f6dab3ed3768463644 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e1-43f7-7a32-92b7-a130c8ff952e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Class\\\", \\\"Amount\\\",\\n SUM(CAST(\\\"V28\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V28\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V28\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"Amount\\\"\\nORDER BY share_within_group DESC\\nLIMIT 13;\",\"notes\":\"Uses the required template with group_col=\\\"Class\\\", item_col=\\\"Amount\\\", and measure_col=\\\"V28\\\". \\\"V28\\\" is cast from TEXT to REAL for numeric aggregation, and LIMIT 13 follows the provided top_k binding.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17224,"cached_input_tokens":12032,"output_tokens":1325,"reasoning_output_tokens":1156}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb8112f4948856a2a36abf9808e13be59b179725 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Class\", \"Amount\",\n SUM(CAST(\"V28\" AS REAL)) AS total_measure,\n SUM(CAST(\"V28\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V28\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"Amount\"\nORDER BY share_within_group DESC\nLIMIT 13;","notes":"Uses the required template with group_col=\"Class\", item_col=\"Amount\", and measure_col=\"V28\". \"V28\" is cast from TEXT to REAL for numeric aggregation, and LIMIT 13 follows the provided top_k binding."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1a7f4f74508ec2d0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b9b008b5f3c76d605cebd4aa7b67703eb4ddf6f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:04:55.814317+00:00", + "ended_at": "2026-05-19T16:04:58.624812+00:00", + "elapsed_ms": 2810.47, + "returncode": 1, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3ad13d0a26dbdf1e979cc53743580bc40f450943 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:04:59.627066+00:00", + "ended_at": "2026-05-19T16:05:03.039793+00:00", + "elapsed_ms": 3412.69, + "returncode": 1, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..78bcaf240cb547d6cc8a47c5cc8319fd13b56b0f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..78bcaf240cb547d6cc8a47c5cc8319fd13b56b0f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..14a0ca4a460569ea276cb7573c83231c44b2374a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-ac7f-7bd0-b99e-a349642456fa"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc9efcc0acde3e8083d5df720cc7f34a995ac3cb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-ac7f-7bd0-b99e-a349642456fa"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..845758d9cc96182c2aed82a9212dcf43071ae07b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-bb68-7f00-83a7-53178f488546"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d55210d059fbf43255f5b03d069fa384fe89a3b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-bb68-7f00-83a7-53178f488546"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1c0620b3fff22f6d/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e60a193c8aa99e1dfcbe54f5145581551c6074e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15044, "bytes_utf8": 15044, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 12032, "output_tokens": 147, "reasoning_output_tokens": 76}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a836ba45a6e4a28943fdab90c216c4714fc7ee7f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_1cdd3abda6505ceb", + "api_calls": 0, + "input_tokens": 17079, + "cached_input_tokens": 12032, + "output_tokens": 147, + "total_tokens": 17226, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14688.68, + "sql_execution_elapsed_ms_total": 148.53, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fba6ffb60c93652dd7a1d31246b2e492108dd9ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:33:06.457365+00:00", + "ended_at": "2026-05-19T15:33:21.146082+00:00", + "elapsed_ms": 14688.68, + "prompt_metrics": { + "chars": 15044, + "bytes_utf8": 15044, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1287, + "bytes_utf8": 1287, + "lines": 6, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17079, + "cached_input_tokens": 12032, + "output_tokens": 147, + "reasoning_output_tokens": 76 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..da6035402f488d60be223698aabcb69ebc9d3419 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": 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"-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Class", + "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": 0.8301, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b0be23238bd0af52d9cfd3102a25fcb28679fd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,6 @@ +{"type":"thread.started","thread_id":"019e40de-8a2a-7561-9b93-14583e151dec"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1985749, Requested 17714. Please try again in 103ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1990579, Requested 17714. Please try again in 248ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS row_count\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"Class\\\" to measure subgroup size distribution.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17079,"cached_input_tokens":12032,"output_tokens":147,"reasoning_output_tokens":76}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8894840ced8b9f8893224249966c7def841d735 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Class\", COUNT(*) AS row_count\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY row_count DESC;","notes":"Uses the planned grouped-count template with group_col bound to \"Class\" to measure subgroup size distribution."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1cdd3abda6505ceb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..41b5a1f4e241faf5399174a9ab2756fe9aeb07a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15531, "bytes_utf8": 15531, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17223, "cached_input_tokens": 15744, "output_tokens": 429, "reasoning_output_tokens": 269}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b51c25d25dcc2154161fe5d393019ecad2bbf837 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_2298278000d0b6f9", + "api_calls": 0, + "input_tokens": 17223, + "cached_input_tokens": 15744, + "output_tokens": 429, + "total_tokens": 17652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13119.97, + "sql_execution_elapsed_ms_total": 510.26, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4d9735ae5fce7bc01e3cab05c8b5dcce686e6706 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:36:33.227967+00:00", + "ended_at": "2026-05-19T15:36:46.347973+00:00", + "elapsed_ms": 13119.97, + "prompt_metrics": { + "chars": 15531, + "bytes_utf8": 15531, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 937, + "bytes_utf8": 937, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17223, + "cached_input_tokens": 15744, + "output_tokens": 429, + "reasoning_output_tokens": 269 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..52c130f02efe8c2583bf01bfbf4b693bba31b616 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V28.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V28", + "item_col": "Amount", + "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": 0.064065, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d88853449301a12ef8f9faae1e445f8f460e6a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e1-b20f-7fe1-ae4b-904de4111aeb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Class\\\", \\\"Amount\\\",\\n SUM(CAST(\\\"V28\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V28\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V28\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"Amount\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the required template with group_col=\\\"Class\\\", item_col=\\\"Amount\\\", and measure_col=\\\"V28\\\". CAST(\\\"V28\\\" AS REAL) is applied because the SQLite schema stores these numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17223,"cached_input_tokens":15744,"output_tokens":429,"reasoning_output_tokens":269}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..09d1da64b2a8b65b6e7df08f6d4316693b8bf38a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Class\", \"Amount\",\n SUM(CAST(\"V28\" AS REAL)) AS total_measure,\n SUM(CAST(\"V28\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V28\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"Amount\"\nORDER BY share_within_group DESC;","notes":"Used the required template with group_col=\"Class\", item_col=\"Amount\", and measure_col=\"V28\". CAST(\"V28\" AS REAL) is applied because the SQLite schema stores these numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2298278000d0b6f9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1e81784d3250053ab189c8e1685d1384b2a0f2e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15124, "bytes_utf8": 15124, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 346, "bytes_utf8": 346, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 331, "reasoning_output_tokens": 233}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43e8db88a91558c3050e6075f905580326350999 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_25c1cb1192031448", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 331, + "total_tokens": 17437, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17862.19, + "sql_execution_elapsed_ms_total": 217.63, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f76dc667205bc73268433ab49de959a6461792ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:30:43.512021+00:00", + "ended_at": "2026-05-19T15:31:01.374247+00:00", + "elapsed_ms": 17862.19, + "prompt_metrics": { + "chars": 15124, + "bytes_utf8": 15124, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1370, + "bytes_utf8": 1370, + "lines": 6, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 346, + "bytes_utf8": 346, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 331, + "reasoning_output_tokens": 233 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..76ddabda0dffa0c27a2ac3108ac00280e031df0f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V6.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V6", + "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6dd0c06ded001044f44c57c19c3458b72c6faba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,6 @@ +{"type":"thread.started","thread_id":"019e40dc-5bdf-7412-9586-d76392596a02"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17741. Please try again in 532ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1996570, Requested 17741. Please try again in 429ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"Class\\\", SUM(CAST(\\\"V6\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the required grouped numeric sum template with group_col=\\\"Class\\\" and measure_col=\\\"V6\\\". CAST to REAL is added because the SQLite schema stores \\\"V6\\\" as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":331,"reasoning_output_tokens":233}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8bfe136eb3e9f9b907a76322c7420c83345fbfd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V6\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY total_measure DESC;","notes":"Used the required grouped numeric sum template with group_col=\"Class\" and measure_col=\"V6\". CAST to REAL is added because the SQLite schema stores \"V6\" as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_25c1cb1192031448/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9d52068be576b7b06f61730839576b0620a84d5b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:05:52.173153+00:00", + "ended_at": "2026-05-19T16:05:55.517445+00:00", + "elapsed_ms": 3344.26, + "returncode": 1, + "prompt_metrics": { + "chars": 15294, + "bytes_utf8": 15294, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1e89b126d9868205c2d632271c59aeea34fc2ad1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:05:56.519321+00:00", + "ended_at": "2026-05-19T16:05:59.422203+00:00", + "elapsed_ms": 2902.85, + "returncode": 1, + "prompt_metrics": { + "chars": 15294, + "bytes_utf8": 15294, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..96fee23129eebd3102b028688537b2ada1ce6efa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V14.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V14", + "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": -0.031645, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..96fee23129eebd3102b028688537b2ada1ce6efa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V14.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V14", + "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": -0.031645, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e715df804115aa2b70c5ed2083713894f9ad5f2f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-88b9-7af2-92f8-6229b71ffacb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c1b83dd6f485707d8a7ae0e88c208c60e0047f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-88b9-7af2-92f8-6229b71ffacb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1cd5943652a716796b4d6535d42d33999c155cad --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-99aa-7e81-b593-84ccdaed2c3a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5d88e2b7aa329c5fec2281b1e8eee5cb5809d6d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-99aa-7e81-b593-84ccdaed2c3a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_265b909a8c0c0248/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c9ad67b48a4d806cfc9ac55b87ba800743077e4b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15124, "bytes_utf8": 15124, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12288, "output_tokens": 305, "reasoning_output_tokens": 213}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..892d010b8a55fba1784fcd726e51ea5e3e15c2bf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_26ab4764498bb4d5", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12288, + "output_tokens": 305, + "total_tokens": 17411, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31911.23, + "sql_execution_elapsed_ms_total": 218.89, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d7aca9594fe057d92bdf9f78f9fc25eb78cab2d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:29:29.216351+00:00", + "ended_at": "2026-05-19T15:30:01.127607+00:00", + "elapsed_ms": 31911.23, + "prompt_metrics": { + "chars": 15124, + "bytes_utf8": 15124, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 2672, + "bytes_utf8": 2672, + "lines": 10, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12288, + "output_tokens": 305, + "reasoning_output_tokens": 213 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7042d4fae6a9f2dd63ba3b5d8546087c703bf909 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V4.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V4", + "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": 0.951394, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..23fc36c505e6c477ac252895f194131b10b233a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,10 @@ +{"type":"thread.started","thread_id":"019e40db-397e-7b00-9584-ae952749bee9"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17741. Please try again in 532ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1999242, Requested 17741. Please try again in 509ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17741. Please try again in 532ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 5/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17741. Please try again in 532ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 1/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1985012, Requested 17741. Please try again in 82ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1984552, Requested 17741. Please try again in 68ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"Class\\\", SUM(CAST(\\\"V4\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned grouped-sum template with \\\"Class\\\" as the grouping column and CAST(\\\"V4\\\" AS REAL) because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12288,"output_tokens":305,"reasoning_output_tokens":213}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5adceb1d5d737255a8e55d8ce0e6c237a686d324 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V4\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY total_measure DESC;","notes":"Used the planned grouped-sum template with \"Class\" as the grouping column and CAST(\"V4\" AS REAL) because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_26ab4764498bb4d5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0feddd28ece36ef3cfd05a0f741de9cdc01253a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15297, "bytes_utf8": 15297, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17151, "cached_input_tokens": 12032, "output_tokens": 369, "reasoning_output_tokens": 243}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ac424909163072a398e4a77c3dcf33d51ab079c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_27679dec2695a8db", + "api_calls": 0, + "input_tokens": 17151, + "cached_input_tokens": 12032, + "output_tokens": 369, + "total_tokens": 17520, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10360.32, + "sql_execution_elapsed_ms_total": 224.7, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..db33e26f3e4da4636ebc482f8e91034bd6223b3f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:31.253811+00:00", + "ended_at": "2026-05-19T16:06:41.614164+00:00", + "elapsed_ms": 10360.32, + "prompt_metrics": { + "chars": 15297, + "bytes_utf8": 15297, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 803, + "bytes_utf8": 803, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17151, + "cached_input_tokens": 12032, + "output_tokens": 369, + "reasoning_output_tokens": 243 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0cb3984054b06fd92255433818d5a1847db961ea --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V16.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V16", + "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": 0.683926, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c4cc3f35445dfca3eaf4489c07ed6dc64a292bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-2154-74c2-b1dc-f373b3a265f2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_thresholded_group_ranking\\nSELECT \\\"Class\\\", SUM(CAST(\\\"V16\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nHAVING SUM(CAST(\\\"V16\\\" AS REAL)) > 0.683926\\nORDER BY total_measure DESC\\nLIMIT 16;\",\"notes\":\"Used the provided template and fixed bindings for group_col=\\\"Class\\\" and measure_col=\\\"V16\\\". CAST(\\\"V16\\\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17151,"cached_input_tokens":12032,"output_tokens":369,"reasoning_output_tokens":243}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcba219dea98db30d82509a45e72e431ed6c7382 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_thresholded_group_ranking\nSELECT \"Class\", SUM(CAST(\"V16\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nHAVING SUM(CAST(\"V16\" AS REAL)) > 0.683926\nORDER BY total_measure DESC\nLIMIT 16;","notes":"Used the provided template and fixed bindings for group_col=\"Class\" and measure_col=\"V16\". CAST(\"V16\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_27679dec2695a8db/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2ac5a27739012195/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2ac5a27739012195/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4498482855795a2a4a1b57bd4c8b89693c1c9fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2ac5a27739012195/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e4-edd4-7c22-ab73-98381c73009d"} +{"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 \\\"Class\\\",\\n SUM(CASE WHEN \\\"Class\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Class\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\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 exactly with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\". Because the grouping column and condition column are the same binary field, the result is a degenerate contrast: the '0' group has no '1' rows in-group, so its ratio becomes NULL via NULLIF, while the '1' group yields 0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17313,"cached_input_tokens":15744,"output_tokens":520,"reasoning_output_tokens":306}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..92d1837be27a4bf816c8b76267f84d3824df84c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15678, "bytes_utf8": 15678, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 15744, "output_tokens": 415, "reasoning_output_tokens": 252}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b0d707f04b0fc4c9bbaa713bff65a707310c3be2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_2b88f53c71b93745", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 415, + "total_tokens": 17657, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17148.78, + "sql_execution_elapsed_ms_total": 225.64, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..399b90c4ffa8316569f052b45de1fdc2e88d7315 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:48:30.300496+00:00", + "ended_at": "2026-05-19T15:48:47.449310+00:00", + "elapsed_ms": 17148.78, + "prompt_metrics": { + "chars": 15678, + "bytes_utf8": 15678, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 964, + "bytes_utf8": 964, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 415, + "reasoning_output_tokens": 252 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5defb435c55e777a9b22a1b04ab727136a595504 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V16.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V16", + "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": 0.8301, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..928f919fe0ffdbb183b43a5dcc50a07a8e5c180d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ec-a2f8-7dc1-9071-e7ace57f805a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V16\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Used the required template with group_col=\\\"Class\\\" and measure_col=\\\"V16\\\". CAST(\\\"V16\\\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":15744,"output_tokens":415,"reasoning_output_tokens":252}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a130f3ad98b0ab2cc951828784ed4c8fa8c994f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V16\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Used the required template with group_col=\"Class\" and measure_col=\"V16\". CAST(\"V16\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2b88f53c71b93745/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3a67caca67e6828c5341c36f21cdd4e552fd97ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15528, "bytes_utf8": 15528, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17225, "cached_input_tokens": 12032, "output_tokens": 457, "reasoning_output_tokens": 294}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d3e61eaeaafd67e2806b7887a998471855cce702 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_2c7340fbc1fcf6bc", + "api_calls": 0, + "input_tokens": 17225, + "cached_input_tokens": 12032, + "output_tokens": 457, + "total_tokens": 17682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10361.95, + "sql_execution_elapsed_ms_total": 1185.1, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d6b7645fb23b3f8a3a045bbd6e0289601414357f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:38:20.580219+00:00", + "ended_at": "2026-05-19T15:38:30.942193+00:00", + "elapsed_ms": 10361.95, + "prompt_metrics": { + "chars": 15528, + "bytes_utf8": 15528, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 928, + "bytes_utf8": 928, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 548, + "bytes_utf8": 548, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17225, + "cached_input_tokens": 12032, + "output_tokens": 457, + "reasoning_output_tokens": 294 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e32f0464abaa5dece9bc98725ddfc5e77f7f4bd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V2.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V2", + "item_col": "V3", + "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": 0.178602, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c27d773f45fd805eda1010eaa7d737f4a7ac309e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e3-5533-7841-8d9d-c7db74db6063"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Class\\\", \\\"V3\\\",\\n SUM(CAST(\\\"V2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V2\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V3\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"V3\\\", and measure_col=\\\"V2\\\". CAST to REAL is used because the SQLite schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17225,"cached_input_tokens":12032,"output_tokens":457,"reasoning_output_tokens":294}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e4c7500d5f768fc24f4070d322cfa06dda9fe06 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Class\", \"V3\",\n SUM(CAST(\"V2\" AS REAL)) AS total_measure,\n SUM(CAST(\"V2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V2\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V3\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"Class\", item_col=\"V3\", and measure_col=\"V2\". CAST to REAL is used because the SQLite schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2c7340fbc1fcf6bc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81aebae895d3a2c010b7428d71c888ba511c1ef9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15373, "bytes_utf8": 15373, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17166, "cached_input_tokens": 12032, "output_tokens": 366, "reasoning_output_tokens": 241}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c1959338f9ab20db3ce24437b22ac51f78d2d718 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_2fbf3963c10acdb0", + "api_calls": 0, + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 366, + "total_tokens": 17532, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10534.51, + "sql_execution_elapsed_ms_total": 140.91, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36902a65c72c5b05026d8d8ae663ebcff9ed9f38 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:59:51.913385+00:00", + "ended_at": "2026-05-19T16:00:02.447926+00:00", + "elapsed_ms": 10534.51, + "prompt_metrics": { + "chars": 15373, + "bytes_utf8": 15373, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 816, + "bytes_utf8": 816, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 366, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca262480e8ee25ec181a7b1e44205dc09bd5e8e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": 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"69.99", + "Class": "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": "n16", + "question": "Use template Grouped Condition Rate to probe direction_consistency 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": "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": 0.009852, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..538ce703e857bf9501c7ef5059d1f9befc976079 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-097c-7683-9502-15e88be518d2"} +{"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\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\". Since the grouping column and condition column are the same, the rate is 1 for Class='1' and 0 for other Class groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17166,"cached_input_tokens":12032,"output_tokens":366,"reasoning_output_tokens":241}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b2a3389cc05c9329855cf1441cb139648519a66 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided Grouped Condition Rate template with group_col=\"Class\" and condition_col=\"Class\". Since the grouping column and condition column are the same, the rate is 1 for Class='1' and 0 for other Class groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fbf3963c10acdb0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fd2369167507b60/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fd2369167507b60/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..005e104bf1cee0a3506d930f2d8a78be30ee68ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fd2369167507b60/run_manifest.json @@ -0,0 +1,72 @@ +{ + "run_id": "v2_cli_20260502_081223_c", + "dataset_id": "n16", + "started_at": "2026-05-19T16:00:22.192044+00:00", + "ended_at": "2026-05-19T16:00:29.572443+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n16_2fd2369167507b60", + "problem_id": "v2p_n16_d798665cc39e41f8", + "dataset_id": "n16", + "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=Class, condition_col=Class.", + "bindings": { + "group_col": "Class", + "condition_col": "Class", + "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": 0.96774, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'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", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fd2369167507b60/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fd2369167507b60/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abb660a1c37828a530004dcbb529ae88638b1d89 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_2fd2369167507b60/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:00:25.460540+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3213.49, "started_at": "2026-05-19T16:00:22.245547+00:00", "ended_at": "2026-05-19T16:00:25.459068+00:00", "prompt_metrics": {"chars": 15365, "bytes_utf8": 15365, "lines": 471, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40f7-7fe3-7642-8225-c3014334d0c7\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:00:29.572354+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3109.99, "started_at": "2026-05-19T16:00:26.461519+00:00", "ended_at": "2026-05-19T16:00:29.571538+00:00", "prompt_metrics": {"chars": 15365, "bytes_utf8": 15365, "lines": 471, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40f7-906d-7ab3-b3cb-cb6e9db055cb\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..22b1d6c9872a828780833d5127bcb7562dc5d1a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": 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"input_tokens": 17106, + "cached_input_tokens": 12288, + "output_tokens": 334, + "total_tokens": 17440, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25545.78, + "sql_execution_elapsed_ms_total": 267.5, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"estimated_tokens": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12288, + "output_tokens": 334, + "reasoning_output_tokens": 236 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f52717a5661f81a626736cd042d2d2c72d9c95b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V6.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V6", + "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": 0.055443, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e555d0be46d7bb37a93479ece6f0b005ee410586 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,8 @@ +{"type":"thread.started","thread_id":"019e40dc-a297-7423-9ab7-ebe988c91a9c"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17741. Please try again in 532ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1989341, Requested 17741. Please try again in 212ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1984478, Requested 17741. Please try again in 66ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 5/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1992869, Requested 17741. Please try again in 318ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"Class\\\", SUM(CAST(\\\"V6\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the required grouped numeric sum template with group_col=\\\"Class\\\" and measure_col=\\\"V6\\\". CAST to REAL is added because the schema stores columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12288,"output_tokens":334,"reasoning_output_tokens":236}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a2e327989166deefefa5d018038246fbbb3e3c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V6\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the required grouped numeric sum template with group_col=\"Class\" and measure_col=\"V6\". CAST to REAL is added because the schema stores columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_305f7cbedb9062cf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3571a37a15f434ab13f6c7669c53cc32287fec6c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15680, "bytes_utf8": 15680, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 571, "bytes_utf8": 571, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 15744, "output_tokens": 515, "reasoning_output_tokens": 355}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..223a30510d1903198c59da4a14aedf344e0b196e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_313c308659805f14", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 515, + "total_tokens": 17757, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13905.97, + "sql_execution_elapsed_ms_total": 252.79, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f38a830ef8ca3942b18c7d4649cfbbc4d1e8cbba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:50:23.678444+00:00", + "ended_at": "2026-05-19T15:50:37.584445+00:00", + "elapsed_ms": 13905.97, + "prompt_metrics": { + "chars": 15680, + "bytes_utf8": 15680, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 942, + "bytes_utf8": 942, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 571, + "bytes_utf8": 571, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 515, + "reasoning_output_tokens": 355 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58a76fce4971ba79dca9f3161e62af7bbc3728ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V20.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V20", + "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": 0.836355, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..703c29988dc3a14029d00ad1e982b00702736cc4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ee-5dc1-7201-a940-813c39305fde"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V20\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Uses the provided template with group_col=\\\"Class\\\" and measure_col=\\\"V20\\\". \\\"V20\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":15744,"output_tokens":515,"reasoning_output_tokens":355}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1015972371172166eec4d3c8c33a65f09305152 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V20\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Uses the provided template with group_col=\"Class\" and measure_col=\"V20\". \"V20\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_313c308659805f14/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3026d48b16dbeb095f291aa571fba47112328fa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15301, "bytes_utf8": 15301, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1684, "bytes_utf8": 1684, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 15744, "output_tokens": 1105, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..832347d533686459c0e48d99cd06152118c07329 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_324a2682ca17fb5c", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 1105, + "total_tokens": 18249, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21693.51, + "sql_execution_elapsed_ms_total": 1259.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7562e98797f096ae8cf608c5fe442cc01eafaf21 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:58:03.689568+00:00", + "ended_at": "2026-05-19T15:58:25.383106+00:00", + "elapsed_ms": 21693.51, + "prompt_metrics": { + "chars": 15301, + "bytes_utf8": 15301, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 2296, + "bytes_utf8": 2296, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1684, + "bytes_utf8": 1684, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 1105, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5fa3133f510b571befc67c1cd55973c046e9bfee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V1.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V1", + "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": 1.198791, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c59b813c2feebb7499884b9f188cb5d652c632f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f5-62b2-75e2-830b-1e2842e535a5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V1\\\" AS REAL) AS \\\"V1_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V1\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (PARTITION BY \\\"Class\\\") AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V1\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n SELECT DISTINCT\\n \\\"Class\\\",\\n (1.0 + (\\\"cnt\\\" - 1) * 0.9) AS \\\"pos\\\",\\n CAST(1.0 + (\\\"cnt\\\" - 1) * 0.9 AS INTEGER) AS \\\"lower_rn\\\",\\n CASE\\n WHEN (1.0 + (\\\"cnt\\\" - 1) * 0.9) = CAST(1.0 + (\\\"cnt\\\" - 1) * 0.9 AS INTEGER)\\n THEN CAST(1.0 + (\\\"cnt\\\" - 1) * 0.9 AS INTEGER)\\n ELSE CAST(1.0 + (\\\"cnt\\\" - 1) * 0.9 AS INTEGER) + 1\\n END AS \\\"upper_rn\\\"\\n FROM \\\"ordered\\\"\\n),\\n\\\"bounds\\\" AS (\\n SELECT\\n p.\\\"Class\\\",\\n p.\\\"pos\\\",\\n p.\\\"lower_rn\\\",\\n p.\\\"upper_rn\\\",\\n lo.\\\"V1_value\\\" AS \\\"lower_value\\\",\\n hi.\\\"V1_value\\\" AS \\\"upper_value\\\"\\n FROM \\\"positions\\\" AS p\\n JOIN \\\"ordered\\\" AS lo\\n ON lo.\\\"Class\\\" = p.\\\"Class\\\"\\n AND lo.\\\"rn\\\" = p.\\\"lower_rn\\\"\\n JOIN \\\"ordered\\\" AS hi\\n ON hi.\\\"Class\\\" = p.\\\"Class\\\"\\n AND hi.\\\"rn\\\" = p.\\\"upper_rn\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\n CASE\\n WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_value\\\"\\n ELSE \\\"lower_value\\\" + (\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_value\\\" - \\\"lower_value\\\")\\n END AS \\\"percentile_measure\\\"\\nFROM \\\"bounds\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"Implements the grouped 90th percentile for \\\"V1\\\" by \\\"Class\\\" in SQLite by emulating PERCENTILE_CONT with window functions and linear interpolation, casting \\\"V1\\\" from TEXT to REAL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":15744,"output_tokens":1105,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ac3efe8ac50ac805f645867f439484b669c8393 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n SELECT\n \"Class\",\n CAST(\"V1\" AS REAL) AS \"V1_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V1\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (PARTITION BY \"Class\") AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V1\" IS NOT NULL\n),\n\"positions\" AS (\n SELECT DISTINCT\n \"Class\",\n (1.0 + (\"cnt\" - 1) * 0.9) AS \"pos\",\n CAST(1.0 + (\"cnt\" - 1) * 0.9 AS INTEGER) AS \"lower_rn\",\n CASE\n WHEN (1.0 + (\"cnt\" - 1) * 0.9) = CAST(1.0 + (\"cnt\" - 1) * 0.9 AS INTEGER)\n THEN CAST(1.0 + (\"cnt\" - 1) * 0.9 AS INTEGER)\n ELSE CAST(1.0 + (\"cnt\" - 1) * 0.9 AS INTEGER) + 1\n END AS \"upper_rn\"\n FROM \"ordered\"\n),\n\"bounds\" AS (\n SELECT\n p.\"Class\",\n p.\"pos\",\n p.\"lower_rn\",\n p.\"upper_rn\",\n lo.\"V1_value\" AS \"lower_value\",\n hi.\"V1_value\" AS \"upper_value\"\n FROM \"positions\" AS p\n JOIN \"ordered\" AS lo\n ON lo.\"Class\" = p.\"Class\"\n AND lo.\"rn\" = p.\"lower_rn\"\n JOIN \"ordered\" AS hi\n ON hi.\"Class\" = p.\"Class\"\n AND hi.\"rn\" = p.\"upper_rn\"\n)\nSELECT\n \"Class\",\n CASE\n WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_value\"\n ELSE \"lower_value\" + (\"pos\" - \"lower_rn\") * (\"upper_value\" - \"lower_value\")\n END AS \"percentile_measure\"\nFROM \"bounds\"\nORDER BY \"percentile_measure\" DESC;","notes":"Implements the grouped 90th percentile for \"V1\" by \"Class\" in SQLite by emulating PERCENTILE_CONT with window functions and linear interpolation, casting \"V1\" from TEXT to REAL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_324a2682ca17fb5c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..97976e58798e098971fc3fc4ecc4729863670d56 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15531, "bytes_utf8": 15531, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17225, "cached_input_tokens": 15744, "output_tokens": 774, "reasoning_output_tokens": 605}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..eff7b11d3ad9861e2ecdae0f93f546526ea3bb32 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_3ad24cade95e39a8", + "api_calls": 0, + "input_tokens": 17225, + "cached_input_tokens": 15744, + "output_tokens": 774, + "total_tokens": 17999, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23578.54, + "sql_execution_elapsed_ms_total": 1205.1, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e6cdb8dacfc62ad752399f07f6ec3e2e9c331432 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:33:50.990721+00:00", + "ended_at": "2026-05-19T15:34:14.569295+00:00", + "elapsed_ms": 23578.54, + "prompt_metrics": { + "chars": 15531, + "bytes_utf8": 15531, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1607, + "bytes_utf8": 1607, + "lines": 6, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17225, + "cached_input_tokens": 15744, + "output_tokens": 774, + "reasoning_output_tokens": 605 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d35a35b3640445a544ac6de394d4bf2ef6f9627 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V24.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V24", + "item_col": "V25", + "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": 0.150969, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..00888833ca4e5f8dbbadbe534e2fb519707af23b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,6 @@ +{"type":"thread.started","thread_id":"019e40df-3839-72d0-bd87-ceee14598999"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17860. Please try again in 535ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1992875, Requested 17860. Please try again in 322ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Class\\\", \\\"V25\\\",\\n SUM(CAST(\\\"V24\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V24\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"V24\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\"), 0) AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V25\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"V25\\\", and measure_col=\\\"V24\\\". CAST to REAL is needed because the SQLite snapshot stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17225,"cached_input_tokens":15744,"output_tokens":774,"reasoning_output_tokens":605}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5adbd9be0131aab5ccf0fb9ebf9507fa8c1cf656 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Class\", \"V25\",\n SUM(CAST(\"V24\" AS REAL)) AS total_measure,\n SUM(CAST(\"V24\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"V24\" AS REAL))) OVER (PARTITION BY \"Class\"), 0) AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V25\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"Class\", item_col=\"V25\", and measure_col=\"V24\". CAST to REAL is needed because the SQLite snapshot stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3ad24cade95e39a8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c827aa05d1045a35960d77259668d82ec90fc08a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15123, "bytes_utf8": 15123, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 246, "reasoning_output_tokens": 147}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..91dc99c3b2d0aa5dafed33d5bb298a9d7f9e2655 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_3c45c05a06ea8fbe", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 246, + "total_tokens": 17352, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7752.33, + "sql_execution_elapsed_ms_total": 219.79, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6bea08d2d4da3ce9b8c4e29f4bd1346a4b6e7fc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:29:13.731149+00:00", + "ended_at": "2026-05-19T15:29:21.483531+00:00", + "elapsed_ms": 7752.33, + "prompt_metrics": { + "chars": 15123, + "bytes_utf8": 15123, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 721, + "bytes_utf8": 721, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 246, + "reasoning_output_tokens": 147 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..226beb3638293f1bde449c41137843fd09f900ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V3.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V3", + "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": 0.559176, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c867f8aa97f9c9c7cebced14e7bbff99b73bc873 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40da-fd0b-7ab2-a366-4b0f3df0f4ac"} +{"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(\\\"V3\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the provided grouped numeric sum template with group_col=\\\"Class\\\" and measure_col=\\\"V3\\\". CAST to REAL is used because the schema snapshot stores columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":246,"reasoning_output_tokens":147}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1511dfa258847eec0d9fdf9e25c35ea698cfb6d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V3\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the provided grouped numeric sum template with group_col=\"Class\" and measure_col=\"V3\". CAST to REAL is used because the schema snapshot stores columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c45c05a06ea8fbe/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f5cd2c90205061a2347ab61f51962929859d0f03 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:54.700726+00:00", + "ended_at": "2026-05-19T16:06:57.579306+00:00", + "elapsed_ms": 2878.55, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..71ad9a945a7fcbe85c11f3ff09639df3ef061283 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:58.581823+00:00", + "ended_at": "2026-05-19T16:07:01.673416+00:00", + "elapsed_ms": 3091.55, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad9375d7fca3425d6e1187b14a1abc44cb26fe83 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V17.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V17", + "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": 0.262494, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad9375d7fca3425d6e1187b14a1abc44cb26fe83 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V17.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V17", + "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": 0.262494, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..63fe175570a0b7ae7fcc87246a92efe198df53bf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-7ce6-7270-89e0-a608859e4f40"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c73b90c0c5860a38ec65b7b1ce85bde369fc15fb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-7ce6-7270-89e0-a608859e4f40"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d827d5fe03e88ad6a51182ac5569d0b3974d846f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-8c1f-7d92-8393-7e1a17589cb8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a495d33b06537d1edbcb058f7533280852e99b98 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-8c1f-7d92-8393-7e1a17589cb8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3c7b77748cf79f1f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..10cf781f0aea75954971a0e84c6fca91173a7db4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15377, "bytes_utf8": 15377, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17165, "cached_input_tokens": 12032, "output_tokens": 284, "reasoning_output_tokens": 167}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8fefbc09e70f016598fb2111814048d8ba7dbb1b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_3d83d9fd838ec4df", + "api_calls": 0, + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 284, + "total_tokens": 17449, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8242.73, + "sql_execution_elapsed_ms_total": 155.22, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fc780381b1ef9eee007b02410855bbd31b308b5d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:00:47.034127+00:00", + "ended_at": "2026-05-19T16:00:55.276896+00:00", + "elapsed_ms": 8242.73, + "prompt_metrics": { + "chars": 15377, + "bytes_utf8": 15377, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 794, + "bytes_utf8": 794, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 284, + "reasoning_output_tokens": 167 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73806c1088b2f81be22c996f7aff3fd3b7e2b7f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 1.342641, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9c70b4616f02fc9bc2e4d89b26eb3ace2415fba9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-e0e0-7280-93eb-966b6e81ac1d"} +{"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\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Used the required Grouped Condition Rate template with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\". Since \\\"Class\\\" is stored as TEXT in the schema snapshot, the condition value is compared as the string '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17165,"cached_input_tokens":12032,"output_tokens":284,"reasoning_output_tokens":167}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..507fd7c2decb2d3860243662ef72ca23c206451c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY condition_rate DESC;","notes":"Used the required Grouped Condition Rate template with group_col=\"Class\" and condition_col=\"Class\". Since \"Class\" is stored as TEXT in the schema snapshot, the condition value is compared as the string '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3d83d9fd838ec4df/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a25c76c818649d3336b7d592377cc737c41f9cf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15212, "bytes_utf8": 15212, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 15744, "output_tokens": 282, "reasoning_output_tokens": 179}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..141d6fc044ac9417b96f9b2017615dc4e379e105 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_3e284672c755ea61", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 282, + "total_tokens": 17399, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8702.26, + "sql_execution_elapsed_ms_total": 639.55, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6e91cbffeb4cbbfa7289975fa502fd3cc980f317 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:43:01.618360+00:00", + "ended_at": "2026-05-19T15:43:10.320657+00:00", + "elapsed_ms": 8702.26, + "prompt_metrics": { + "chars": 15212, + "bytes_utf8": 15212, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 732, + "bytes_utf8": 732, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 282, + "reasoning_output_tokens": 179 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a8cbaa9520bbfab769dff78e64b607d47eae872 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V22.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V22", + "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": -0.258286, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e36f061e7f7a5f2a1adb44bce18ffcabe34f521e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e7-9f03-7203-a114-3d68a9be0e34"} +{"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 \\\"Class\\\",\\n AVG(CAST(\\\"V22\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V22\\\". Cast \\\"V22\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":15744,"output_tokens":282,"reasoning_output_tokens":179}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..95ba045ce28c59b577fdca6d391ea5109361bf03 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Class\",\n AVG(CAST(\"V22\" AS REAL)) OVER (PARTITION BY \"Class\") AS avg_measure\nFROM \"n16\"\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"Class\" and measure_col=\"V22\". Cast \"V22\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3e284672c755ea61/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8cf1c888f577145b7c585839fbac3bff5ded700c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:09.001908+00:00", + "ended_at": "2026-05-19T16:07:12.318640+00:00", + "elapsed_ms": 3316.7, + "returncode": 1, + "prompt_metrics": { + "chars": 15296, + "bytes_utf8": 15296, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..730264e3c160f9ef3e530e27072683b228198083 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:13.320567+00:00", + "ended_at": "2026-05-19T16:07:16.516800+00:00", + "elapsed_ms": 3196.2, + "returncode": 1, + "prompt_metrics": { + "chars": 15296, + "bytes_utf8": 15296, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d3519099f162de674631ec0872fc328f57ab366 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V18.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.54024, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d3519099f162de674631ec0872fc328f57ab366 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V18.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.54024, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b329fdbbc376d451af706b4e99295a29bb693a80 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-b4b6-73d1-916e-46150cff5123"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b0de6d5cdfb207b82edcb5fff1ccbbee7316e58 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-b4b6-73d1-916e-46150cff5123"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4cc712f2cecc2ce13b3cc8ebda97187af40382a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-c5b6-72b2-b83d-91211e48c801"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bbce59f05d8e8934ebb402e34b3b30abc96fb74 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-c5b6-72b2-b83d-91211e48c801"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f2ec99674e31a3d/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e554268f66b3d8092332f7f191ebbe54afc17be2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15372, "bytes_utf8": 15372, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17166, "cached_input_tokens": 12032, "output_tokens": 383, "reasoning_output_tokens": 265}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..30eb479c6763ba27119fa4840323db705898b588 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_3f637702def523e3", + "api_calls": 0, + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 383, + "total_tokens": 17549, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9311.0, + "sql_execution_elapsed_ms_total": 156.03, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4c142746b0feb49f5d3cae3374eb7f9a018bc4ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:00:29.635961+00:00", + "ended_at": "2026-05-19T16:00:38.947035+00:00", + "elapsed_ms": 9311.0, + "prompt_metrics": { + "chars": 15372, + "bytes_utf8": 15372, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 794, + "bytes_utf8": 794, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 383, + "reasoning_output_tokens": 265 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d2fcebbfe5b11865f8332dbe8eeab42e570a610 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Condition Rate to probe direction_consistency 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": "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": 0.96774, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b40f700cb8c84fa0a38c7d4004b4d7263e3cd2a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-9cd9-7e01-8c2a-0afbcd296e0d"} +{"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\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\". The schema snapshot types \\\"Class\\\" as TEXT, so the bound condition value is compared as '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17166,"cached_input_tokens":12032,"output_tokens":383,"reasoning_output_tokens":265}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4085b6124f43dabd43a113c654bd171f5d8f2779 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"Class\" and condition_col=\"Class\". The schema snapshot types \"Class\" as TEXT, so the bound condition value is compared as '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_3f637702def523e3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5bb669250644acc52c6ef7f2e28b802de08714a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15301, "bytes_utf8": 15301, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 491, "bytes_utf8": 491, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17161, "cached_input_tokens": 15744, "output_tokens": 434, "reasoning_output_tokens": 283}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..05c7ed9372dbce69101c3a8b0f998d8b77ce8b31 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_46816bf1eca5159b", + "api_calls": 0, + "input_tokens": 17161, + "cached_input_tokens": 15744, + "output_tokens": 434, + "total_tokens": 17595, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15337.32, + "sql_execution_elapsed_ms_total": 755.15, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7c71facf1686a98588407c3cd09e54f0c5ad68b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:46:05.583619+00:00", + "ended_at": "2026-05-19T15:46:20.920978+00:00", + "elapsed_ms": 15337.32, + "prompt_metrics": { + "chars": 15301, + "bytes_utf8": 15301, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 863, + "bytes_utf8": 863, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 491, + "bytes_utf8": 491, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17161, + "cached_input_tokens": 15744, + "output_tokens": 434, + "reasoning_output_tokens": 283 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..97e863ad22c87c216dce5da38b344212a5cb4b3d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V6.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "V6", + "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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 buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..747a1ddda7ad13dcbe34fe0783e1c6b16a289779 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ea-6d87-7cd0-b2ea-d829d6f3c512"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH buckets AS (\\n SELECT CAST(\\\"V6\\\" AS REAL) AS \\\"V6\\\",\\n NTILE(10) OVER (ORDER BY CAST(\\\"V6\\\" AS REAL) DESC) AS tail_bucket\\n FROM \\\"n16\\\"\\n WHERE \\\"V6\\\" IS NOT NULL\\n)\\nSELECT \\\"V6\\\"\\nFROM buckets\\nWHERE tail_bucket = 1\\nORDER BY \\\"V6\\\" DESC;\",\"notes\":\"Applied the Quantile Tail Slice template with measure_col bound to \\\"V6\\\" and num_tiles=10; cast \\\"V6\\\" to REAL because the SQLite schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17161,"cached_input_tokens":15744,"output_tokens":434,"reasoning_output_tokens":283}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7109df67525765ceb28f38d186ee1cb2fb399e65 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH buckets AS (\n SELECT CAST(\"V6\" AS REAL) AS \"V6\",\n NTILE(10) OVER (ORDER BY CAST(\"V6\" AS REAL) DESC) AS tail_bucket\n FROM \"n16\"\n WHERE \"V6\" IS NOT NULL\n)\nSELECT \"V6\"\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY \"V6\" DESC;","notes":"Applied the Quantile Tail Slice template with measure_col bound to \"V6\" and num_tiles=10; cast \"V6\" to REAL because the SQLite schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_46816bf1eca5159b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..00248ae5ba0298f4ad23f4d88e8357cc6a05c9b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 16768, "output_tokens": 291, "reasoning_output_tokens": 203}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dcb7585de97c5838d832bbac4b892aefa6e0f956 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_48aca890140f2d10", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 16768, + "output_tokens": 291, + "total_tokens": 17408, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8859.51, + "sql_execution_elapsed_ms_total": 157.53, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d8128087780000849ebf57d67e91425fa345113a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:04:16.630661+00:00", + "ended_at": "2026-05-19T16:04:25.490215+00:00", + "elapsed_ms": 8859.51, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 648, + "bytes_utf8": 648, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17117, + "cached_input_tokens": 16768, + "output_tokens": 291, + "reasoning_output_tokens": 203 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..82ccbf994694b7c1966fb70924f0eb1e1c7a834c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.951394, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4dfb480a5bdbf975d95a2fe661b61a00bd221bfa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-1384-7d10-ab5d-625d0b5385f2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n \\\"Class\\\",\\n COUNT(*) AS support\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY support ASC, \\\"Class\\\"\\nLIMIT 14;\",\"notes\":\"Uses the Low-Support Group Count template with group_col bound to \\\"Class\\\" and top_k set to 14.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":16768,"output_tokens":291,"reasoning_output_tokens":203}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2c77fb6159bdadc96b82d0765629f982616b15c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n \"Class\",\n COUNT(*) AS support\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY support ASC, \"Class\"\nLIMIT 14;","notes":"Uses the Low-Support Group Count template with group_col bound to \"Class\" and top_k set to 14."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48aca890140f2d10/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0d7e33818c7ad731267e9f52518747b42cb101c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15046, "bytes_utf8": 15046, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 15744, "output_tokens": 209, "reasoning_output_tokens": 131}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f78539e57b032cba4e906d7585058fc387672fea --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_48db55f04d26d820", + "api_calls": 0, + "input_tokens": 17079, + "cached_input_tokens": 15744, + "output_tokens": 209, + "total_tokens": 17288, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13001.3, + "sql_execution_elapsed_ms_total": 132.2, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a6f26aa3d1386ba75af4ad06519c51357575cc64 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:31:53.140856+00:00", + "ended_at": "2026-05-19T15:32:06.142200+00:00", + "elapsed_ms": 13001.3, + "prompt_metrics": { + "chars": 15046, + "bytes_utf8": 15046, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 969, + "bytes_utf8": 969, + "lines": 5, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17079, + "cached_input_tokens": 15744, + "output_tokens": 209, + "reasoning_output_tokens": 131 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dbaabf20a7d14be40dd4be5d20c70dbeea8f7391 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Class", + "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": 0.406569, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0709373eeb4235362460dba582b6ff7179c99328 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,5 @@ +{"type":"thread.started","thread_id":"019e40dd-6bde-7b13-b175-335a07599aab"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1991401, Requested 17714. Please try again in 273ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided grouped-count template with group_col bound to \\\"Class\\\" on the single table \\\"n16\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17079,"cached_input_tokens":15744,"output_tokens":209,"reasoning_output_tokens":131}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f530c20c591ad41c49d8570a2f3aed7bde22f74 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Class\", COUNT(*) AS \"row_count\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"row_count\" DESC;","notes":"Applied the provided grouped-count template with group_col bound to \"Class\" on the single table \"n16\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_48db55f04d26d820/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15f98adeb6bc645f0daf8559d4af7f8116d68746 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15377, "bytes_utf8": 15377, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 477, "bytes_utf8": 477, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17165, "cached_input_tokens": 12032, "output_tokens": 345, "reasoning_output_tokens": 207}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f7d296affbfcc6a8ad974d99a356ed659e419f4f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_49f7b9af451d9074", + "api_calls": 0, + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 345, + "total_tokens": 17510, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8892.69, + "sql_execution_elapsed_ms_total": 155.44, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fdbc61c99009cc6e2978267e16051e586e1275ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:59:33.567375+00:00", + "ended_at": "2026-05-19T15:59:42.460098+00:00", + "elapsed_ms": 8892.69, + "prompt_metrics": { + "chars": 15377, + "bytes_utf8": 15377, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 836, + "bytes_utf8": 836, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 345, + "reasoning_output_tokens": 207 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b67f2f21f225a611db28e12627e100aeb4f6ef4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8277916dbc91c7c4e6e2bb2031ce1701c7e52a8f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-c1bc-7cd1-a88b-4bea765e8360"} +{"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\\\" = '1' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with both group_col and condition_col bound to \\\"Class\\\". Since the grouping column matches the condition column, each group's rate is deterministic: 1.0 for the '1' group and 0.0 for the '0' group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17165,"cached_input_tokens":12032,"output_tokens":345,"reasoning_output_tokens":207}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..10063549529005bf81beb7e005973ed2f1726189 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '1' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template with both group_col and condition_col bound to \"Class\". Since the grouping column matches the condition column, each group's rate is deterministic: 1.0 for the '1' group and 0.0 for the '0' group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_49f7b9af451d9074/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e5a9c1553012ae426e48166192250c4195480847 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:15.321659+00:00", + "ended_at": "2026-05-19T16:03:18.450505+00:00", + "elapsed_ms": 3128.81, + "returncode": 1, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cd1e8c4a3ef778392670edd5361aa96d707c26d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:19.453768+00:00", + "ended_at": "2026-05-19T16:03:22.754265+00:00", + "elapsed_ms": 3300.45, + "returncode": 1, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..40b60727e2ddf4af77602ccff32965b47d5df2da --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 1.198791, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..40b60727e2ddf4af77602ccff32965b47d5df2da --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": 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"-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": 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"-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 1.198791, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..98d7b9a83811569314209b503944e94e47414f56 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-23f7-7ce3-888e-87fb0236436b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1cf36e2885ec93c8c1fb28f95716a9b8b888fb5a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-23f7-7ce3-888e-87fb0236436b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..84f25aaa4b4dbd59250a43d12dbc3940754374c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-343c-74f1-a1f8-6ffc96e6cd33"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..186db8defe88b4445a8a3deee874f10ec4792c32 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-343c-74f1-a1f8-6ffc96e6cd33"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a2b19a43129e1d5/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..07e7aa56e18e7aeed1aa14507c8b0246673e1114 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15295, "bytes_utf8": 15295, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15295, "bytes_utf8": 15295, "lines": 468, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 446, "bytes_utf8": 446, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17150, "cached_input_tokens": 12032, "output_tokens": 355, "reasoning_output_tokens": 228}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4176b8fa6e04c1199a208f8deb6edb5fc0bfc1d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_4a4c2d8709450860", + "api_calls": 0, + "input_tokens": 17150, + "cached_input_tokens": 12032, + "output_tokens": 355, + "total_tokens": 17505, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11516.23, + "sql_execution_elapsed_ms_total": 224.36, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c441cd52c0cbc37c1ffca26a5a3a04fc2c3755e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:41.896985+00:00", + "ended_at": "2026-05-19T16:06:44.823506+00:00", + "elapsed_ms": 2926.49, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0c7189a5ce605259cd3a6a923206aa217d33af9b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:45.825788+00:00", + "ended_at": "2026-05-19T16:06:54.415561+00:00", + "elapsed_ms": 8589.74, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 814, + "bytes_utf8": 814, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17150, + "cached_input_tokens": 12032, + "output_tokens": 355, + "reasoning_output_tokens": 228 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7891c16dd72423f68d8c5df62ff501d6313a230f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V17.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V17", + "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": 0.439373, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7891c16dd72423f68d8c5df62ff501d6313a230f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V17.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V17", + "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": 0.439373, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d6e64cfc514c62d2b15c0369491588342002014 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-4af6-7ff0-b9c0-a20abcef4325"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d77b27314ff9e5e0146a3361befddeacc99e45f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-4af6-7ff0-b9c0-a20abcef4325"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..df66e7ed69fe96bf182829ce22b2abed156746ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-5a3c-7661-a24a-3d8861fb1ef4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_thresholded_group_ranking\\nSELECT \\\"Class\\\", SUM(CAST(\\\"V17\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nHAVING SUM(CAST(\\\"V17\\\" AS REAL)) > 0.439373\\nORDER BY \\\"total_measure\\\" DESC\\nLIMIT 12;\",\"notes\":\"Used the planned Thresholded Group Ranking template with group_col=\\\"Class\\\" and measure_col=\\\"V17\\\". CAST to REAL is included because the schema stores these fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17150,"cached_input_tokens":12032,"output_tokens":355,"reasoning_output_tokens":228}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1888cbcaa78c6e1929a6f3db7c82b4de95d3e43 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_thresholded_group_ranking\nSELECT \"Class\", SUM(CAST(\"V17\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nHAVING SUM(CAST(\"V17\" AS REAL)) > 0.439373\nORDER BY \"total_measure\" DESC\nLIMIT 12;","notes":"Used the planned Thresholded Group Ranking template with group_col=\"Class\" and measure_col=\"V17\". 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_4a4c2d8709450860/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7cbe7939d98a73fe222a33c7734b1a2704c8cda5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15306, "bytes_utf8": 15306, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1786, "bytes_utf8": 1786, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17141, "cached_input_tokens": 12032, "output_tokens": 2826, "reasoning_output_tokens": 2203}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..81e1299979813859be427c7c2c55f09aa1784306 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5007da7869a920fb", + "api_calls": 0, + "input_tokens": 17141, + "cached_input_tokens": 12032, + "output_tokens": 2826, + "total_tokens": 19967, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44737.21, + "sql_execution_elapsed_ms_total": 1228.2, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..de8a395adae4c2d3a947b89845d67ee0605107b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:56:03.290564+00:00", + "ended_at": "2026-05-19T15:56:48.027806+00:00", + "elapsed_ms": 44737.21, + "prompt_metrics": { + "chars": 15306, + "bytes_utf8": 15306, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 2449, + "bytes_utf8": 2449, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1786, + "bytes_utf8": 1786, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17141, + "cached_input_tokens": 12032, + "output_tokens": 2826, + "reasoning_output_tokens": 2203 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a573bb2a29dd9695f3130de717b24ec1e7ace65 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=Amount.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "Amount", + "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": 89.99, + "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},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c43e06b70d4cb09904c76f97b23d9f8a63dd750d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f3-8c6d-7533-b937-961ab1d4fcd4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"Amount\\\" AS REAL) AS \\\"amount_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"Amount\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND NULLIF(TRIM(\\\"Amount\\\"), '') IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n SELECT DISTINCT\\n \\\"Class\\\",\\n (1.0 + (\\\"cnt\\\" - 1) * 0.9) AS \\\"pos\\\",\\n CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER) AS \\\"lower_rn\\\",\\n CASE\\n WHEN (1.0 + (\\\"cnt\\\" - 1) * 0.9) = CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER) THEN CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER)\\n ELSE CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER) + 1\\n END AS \\\"upper_rn\\\"\\n FROM \\\"ordered\\\"\\n)\\nSELECT\\n \\\"p\\\".\\\"Class\\\" AS \\\"Class\\\",\\n CASE\\n WHEN \\\"p\\\".\\\"lower_rn\\\" = \\\"p\\\".\\\"upper_rn\\\" THEN\\n MAX(CASE WHEN \\\"o\\\".\\\"rn\\\" = \\\"p\\\".\\\"lower_rn\\\" THEN \\\"o\\\".\\\"amount_value\\\" END)\\n ELSE\\n MAX(CASE WHEN \\\"o\\\".\\\"rn\\\" = \\\"p\\\".\\\"lower_rn\\\" THEN \\\"o\\\".\\\"amount_value\\\" END)\\n + (\\\"p\\\".\\\"pos\\\" - \\\"p\\\".\\\"lower_rn\\\") * (\\n MAX(CASE WHEN \\\"o\\\".\\\"rn\\\" = \\\"p\\\".\\\"upper_rn\\\" THEN \\\"o\\\".\\\"amount_value\\\" END)\\n - MAX(CASE WHEN \\\"o\\\".\\\"rn\\\" = \\\"p\\\".\\\"lower_rn\\\" THEN \\\"o\\\".\\\"amount_value\\\" END)\\n )\\n END AS \\\"percentile_measure\\\"\\nFROM \\\"positions\\\" AS \\\"p\\\"\\nJOIN \\\"ordered\\\" AS \\\"o\\\"\\n ON \\\"o\\\".\\\"Class\\\" = \\\"p\\\".\\\"Class\\\"\\nGROUP BY \\\"p\\\".\\\"Class\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses window functions to compute the 90th percentile for each \\\"Class\\\" by interpolating over ordered CAST(\\\"Amount\\\" AS REAL) values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17141,"cached_input_tokens":12032,"output_tokens":2826,"reasoning_output_tokens":2203}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c810e90bc563b2aad5ab2e5788f3637bdfb8aeaa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n SELECT\n \"Class\",\n CAST(\"Amount\" AS REAL) AS \"amount_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"Amount\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND NULLIF(TRIM(\"Amount\"), '') IS NOT NULL\n),\n\"positions\" AS (\n SELECT DISTINCT\n \"Class\",\n (1.0 + (\"cnt\" - 1) * 0.9) AS \"pos\",\n CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER) AS \"lower_rn\",\n CASE\n WHEN (1.0 + (\"cnt\" - 1) * 0.9) = CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER) THEN CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER)\n ELSE CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER) + 1\n END AS \"upper_rn\"\n FROM \"ordered\"\n)\nSELECT\n \"p\".\"Class\" AS \"Class\",\n CASE\n WHEN \"p\".\"lower_rn\" = \"p\".\"upper_rn\" THEN\n MAX(CASE WHEN \"o\".\"rn\" = \"p\".\"lower_rn\" THEN \"o\".\"amount_value\" END)\n ELSE\n MAX(CASE WHEN \"o\".\"rn\" = \"p\".\"lower_rn\" THEN \"o\".\"amount_value\" END)\n + (\"p\".\"pos\" - \"p\".\"lower_rn\") * (\n MAX(CASE WHEN \"o\".\"rn\" = \"p\".\"upper_rn\" THEN \"o\".\"amount_value\" END)\n - MAX(CASE WHEN \"o\".\"rn\" = \"p\".\"lower_rn\" THEN \"o\".\"amount_value\" END)\n )\n END AS \"percentile_measure\"\nFROM \"positions\" AS \"p\"\nJOIN \"ordered\" AS \"o\"\n ON \"o\".\"Class\" = \"p\".\"Class\"\nGROUP BY \"p\".\"Class\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this uses window functions to compute the 90th percentile for each \"Class\" by interpolating over ordered CAST(\"Amount\" AS REAL) values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5007da7869a920fb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..09afdff57c1d12faae4d3d960e25804adff408be --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15067, "bytes_utf8": 15067, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17097, "cached_input_tokens": 12032, "output_tokens": 324, "reasoning_output_tokens": 216}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..efaeeb7b4c2b8db2c277454d57a556c3f02970fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_529a8fbd8d84e8af", + "api_calls": 0, + "input_tokens": 17097, + "cached_input_tokens": 12032, + "output_tokens": 324, + "total_tokens": 17421, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10017.18, + "sql_execution_elapsed_ms_total": 166.05, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..98144e87abf7c2ebde87c6bfe7d2873df6b524ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:02:06.910867+00:00", + "ended_at": "2026-05-19T16:02:16.928087+00:00", + "elapsed_ms": 10017.18, + "prompt_metrics": { + "chars": 15067, + "bytes_utf8": 15067, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 715, + "bytes_utf8": 715, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 371, + "bytes_utf8": 371, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17097, + "cached_input_tokens": 12032, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb692966ee8902b85977f661839ec6e10b31f6c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V21.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V21", + "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": 0.13515, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8cb84968462dde3da0c41ab7dd1071072508dce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-18ee-7bf3-b500-a189bc730f3c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"V21\\\" AS REAL) <= 0.13515 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"n16\\\";\",\"notes\":\"Used the provided Threshold Rarity CDF template with measure_col bound to \\\"V21\\\" and threshold 0.13515. CAST to REAL is included because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17097,"cached_input_tokens":12032,"output_tokens":324,"reasoning_output_tokens":216}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b828c2a6997c9640c8ec9d2a4ef260801275a0c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"V21\" AS REAL) <= 0.13515 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"n16\";","notes":"Used the provided Threshold Rarity CDF template with measure_col bound to \"V21\" and threshold 0.13515. CAST to REAL is included because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_529a8fbd8d84e8af/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c9851d90484257ddf6d4ff5ac2921210391e43ba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15680, "bytes_utf8": 15680, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 632, "bytes_utf8": 632, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 15744, "output_tokens": 416, "reasoning_output_tokens": 245}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..49bae953d5ac2c7a3038332dd8d4acdb4b42c9d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_54620c8da1650b86", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 416, + "total_tokens": 17658, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12989.03, + "sql_execution_elapsed_ms_total": 282.57, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c9158b3e96a59b8f6dbfc8bdf13d6c0341ef4a6a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:46:35.077274+00:00", + "ended_at": "2026-05-19T15:46:48.066364+00:00", + "elapsed_ms": 12989.03, + "prompt_metrics": { + "chars": 15680, + "bytes_utf8": 15680, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1003, + "bytes_utf8": 1003, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 632, + "bytes_utf8": 632, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 416, + "reasoning_output_tokens": 245 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb1a63173153e7bd71039c93b0614193bc90717d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V12.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V12", + "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": 0.406569, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8539eeaac1d27a0af1b6ac14b53b461601b564b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ea-e115-73e0-97eb-32bfe445bf2f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V12\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"Class\\\", measure_col=\\\"V12\\\", and fraction_threshold=0.1. Cast \\\"V12\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":15744,"output_tokens":416,"reasoning_output_tokens":245}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb32a6ac42ce8dbc42edd5cb6a6b0c50619e7fc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V12\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"Class\", measure_col=\"V12\", and fraction_threshold=0.1. Cast \"V12\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54620c8da1650b86/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..71c4cb3f2311214eecc800ac90b939d4edfae660 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15212, "bytes_utf8": 15212, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 15744, "output_tokens": 397, "reasoning_output_tokens": 284}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d9049b24a8f4442245410ef451bb604f1685b489 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_54ccd555a1343495", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 397, + "total_tokens": 17514, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9770.92, + "sql_execution_elapsed_ms_total": 636.16, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8a5ff769145786ecfcbda4e8489317f10da2ee67 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:41:41.574423+00:00", + "ended_at": "2026-05-19T15:41:51.345375+00:00", + "elapsed_ms": 9770.92, + "prompt_metrics": { + "chars": 15212, + "bytes_utf8": 15212, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 782, + "bytes_utf8": 782, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 397, + "reasoning_output_tokens": 284 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bc124a37f4208a374b5ed1ccee0c0bdf4867b12 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.270459, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ba4b1a3b3f803af4c3b62477d0466aa379cdc91 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e6-6650-7c72-80c3-3f093a0cde75"} +{"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 \\\"Class\\\",\\n AVG(CAST(\\\"V19\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n16\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V19\\\". CAST(\\\"V19\\\" AS REAL) is included because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":15744,"output_tokens":397,"reasoning_output_tokens":284}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..01447d822e129f9f9525b56d5fe6754f7b8690a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Class\",\n AVG(CAST(\"V19\" AS REAL)) OVER (PARTITION BY \"Class\") AS \"avg_measure\"\nFROM \"n16\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested Window Partition Average template with group_col=\"Class\" and measure_col=\"V19\". CAST(\"V19\" AS REAL) is included because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_54ccd555a1343495/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..744fae866492e67cb5c8fa13efefa1a00662c12d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15528, "bytes_utf8": 15528, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 541, "bytes_utf8": 541, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17224, "cached_input_tokens": 16768, "output_tokens": 1038, "reasoning_output_tokens": 873}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ce145802d0db67a6ec1afc46687921f8ae005172 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_563d3e5741f3b3db", + "api_calls": 0, + "input_tokens": 17224, + "cached_input_tokens": 16768, + "output_tokens": 1038, + "total_tokens": 18262, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18867.54, + "sql_execution_elapsed_ms_total": 1208.83, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..61b677a9b04b2d08375314ad999754a80d4e8953 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:35:18.896492+00:00", + "ended_at": "2026-05-19T15:35:37.764066+00:00", + "elapsed_ms": 18867.54, + "prompt_metrics": { + "chars": 15528, + "bytes_utf8": 15528, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 938, + "bytes_utf8": 938, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 541, + "bytes_utf8": 541, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17224, + "cached_input_tokens": 16768, + "output_tokens": 1038, + "reasoning_output_tokens": 873 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4aa351b1ee24decff47fb2918c9ad4d134c0cf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V26.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V26", + "item_col": "V27", + "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": 0.020934, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b81c90fdd9472c26a97bf22d50fff32a0bcaaab1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e0-8f80-7202-9b64-8c1e6227c29a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Class\\\", \\\"V27\\\",\\n SUM(CAST(\\\"V26\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"V26\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V26\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V27\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Class\\\", item_col=\\\"V27\\\", and measure_col=\\\"V26\\\". Cast \\\"V26\\\" to REAL because the schema stores feature columns as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17224,"cached_input_tokens":16768,"output_tokens":1038,"reasoning_output_tokens":873}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..44a46b242fba11d95839011a00c91c220de82686 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Class\", \"V27\",\n SUM(CAST(\"V26\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"V26\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V26\" AS REAL))) OVER (PARTITION BY \"Class\") AS \"share_within_group\"\nFROM \"n16\"\nGROUP BY \"Class\", \"V27\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned template with group_col=\"Class\", item_col=\"V27\", and measure_col=\"V26\". Cast \"V26\" to REAL because the schema stores feature columns as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_563d3e5741f3b3db/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c5c73d1c9f9e72ce94bd079229cf2bcfcc4b1748 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15212, "bytes_utf8": 15212, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17118, "cached_input_tokens": 12032, "output_tokens": 323, "reasoning_output_tokens": 214}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e00d509a97ae813be2b83ce54916eb2dea0af547 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5654602e7a3a378e", + "api_calls": 0, + "input_tokens": 17118, + "cached_input_tokens": 12032, + "output_tokens": 323, + "total_tokens": 17441, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8900.77, + "sql_execution_elapsed_ms_total": 652.08, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c561fe06a2ed9bc0a19a733e2ee505fabac9c5c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:41:00.827031+00:00", + "ended_at": "2026-05-19T15:41:09.727837+00:00", + "elapsed_ms": 8900.77, + "prompt_metrics": { + "chars": 15212, + "bytes_utf8": 15212, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 775, + "bytes_utf8": 775, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17118, + "cached_input_tokens": 12032, + "output_tokens": 323, + "reasoning_output_tokens": 214 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a6dd848fca9f98b379b8cecc4e69ec3c4094c5a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V18.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.663909, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..be2846783cfce52c522e0d085a34a9486a6e2dd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e5-c72f-7982-8425-65823c6727ef"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Class\\\",\\n AVG(CAST(\\\"V18\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the Window Partition Average template with group_col bound to \\\"Class\\\" and measure_col bound to \\\"V18\\\". CAST to REAL is included because the schema snapshot shows \\\"V18\\\" stored as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17118,"cached_input_tokens":12032,"output_tokens":323,"reasoning_output_tokens":214}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a9bc5712750d9ccfd04665228dbb2b2c6067f9b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Class\",\n AVG(CAST(\"V18\" AS REAL)) OVER (PARTITION BY \"Class\") AS avg_measure\nFROM \"n16\"\nORDER BY avg_measure DESC;","notes":"Used the Window Partition Average template with group_col bound to \"Class\" and measure_col bound to \"V18\". CAST to REAL is included because the schema snapshot shows \"V18\" stored as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5654602e7a3a378e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7ca1db7ff7f8f659d9578801c3701b303274c3c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/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=Class, measure_col=V18. +Result preview: [{"Class": "0", "avg_measure": 0.0038871800710979306}, {"Class": "1", "avg_measure": -2.2463081339714064}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..af2854033b252fb9ce40c58b75e150d69515e8b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_c +-- sql_source_dataset_id: n16 +-- 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_n16_57a3f72f2c3d6454 +-- problem_id: v2p_n16_3bfefe778656bb67 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Class", + AVG(CAST("V18" AS REAL)) OVER (PARTITION BY "Class") AS avg_measure +FROM "n16" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..90e66719de0b310197d7ebb6ddb43f28c6ec7f4f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/query_results.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 \"Class\",\n AVG(CAST(\"V18\" AS REAL)) OVER (PARTITION BY \"Class\") AS avg_measure\nFROM \"n16\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Class\\\",\\n AVG(CAST(\\\"V18\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Class\", \"avg_measure\"], \"rows\": [{\"Class\": \"0\", \"avg_measure\": 0.0038871800710979306}, {\"Class\": \"1\", \"avg_measure\": -2.2463081339714064}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 634.28}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5a02fa56e2e61ed4aef30fc0022e8ca3dfe7de1b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_cli_20260502_081223_c", + "dataset_id": "n16", + "started_at": "2026-05-19T15:41:10.383925+00:00", + "ended_at": "2026-05-19T15:41:23.998012+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n16_57a3f72f2c3d6454", + "problem_id": "v2p_n16_3bfefe778656bb67", + "dataset_id": "n16", + "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=Class, measure_col=V18.", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.54024, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'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": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/sql/v2q_n16_57a3f72f2c3d6454.sql", + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_57a3f72f2c3d6454", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 12032, + "output_tokens": 271, + "total_tokens": 17388, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12922.36, + "sql_execution_elapsed_ms_total": 634.28, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d2b206a98371b064ba65ec54a5b8a77440903e3e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-19T15:41:23.362181+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12922.36, "started_at": "2026-05-19T15:41:10.438930+00:00", "ended_at": "2026-05-19T15:41:23.361328+00:00", "prompt_metrics": {"chars": 15210, "bytes_utf8": 15210, "lines": 468, "estimated_tokens": null}, "response_metrics": {"chars": 386, "bytes_utf8": 386, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 12032, "output_tokens": 271, "reasoning_output_tokens": 167}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Class\\\",\\n AVG(CAST(\\\"V18\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V18\\\". Cast \\\"V18\\\" to REAL because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d4dd3b83f832310914525bbc17a082a86269528c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_57a3f72f2c3d6454", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 12032, + "output_tokens": 271, + "total_tokens": 17388, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12922.36, + "sql_execution_elapsed_ms_total": 634.28, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57a3f72f2c3d6454/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ec0d5810295d955170dccb825b3dcba8905cbd9e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15373, "bytes_utf8": 15373, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17166, "cached_input_tokens": 12032, "output_tokens": 351, "reasoning_output_tokens": 222}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..08878ad730d92236d1c121c3a23907f20fbd70cb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_57d18ed2488f106c", + "api_calls": 0, + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 351, + "total_tokens": 17517, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9415.85, + "sql_execution_elapsed_ms_total": 149.19, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..90990d0413a8011c0c57b58e8b42b160a003bf33 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:08.336934+00:00", + "ended_at": "2026-05-19T16:01:17.752810+00:00", + "elapsed_ms": 9415.85, + "prompt_metrics": { + "chars": 15373, + "bytes_utf8": 15373, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 841, + "bytes_utf8": 841, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 351, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3558ef5bc6fbf6bb5efbffdb067d68c75fa09e8e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Condition Rate to probe direction_consistency 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": "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": 1.361938, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4a0e988b0f3a6918392460323b9565f2933d873 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-33eb-7c13-9df3-6afa9f46df5c"} +{"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\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with both group_col and condition_col bound to \\\"Class\\\". Since the grouping and condition are the same field, the result shows a within-class proportion of 1 for Class='1' and 0 for other Class values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17166,"cached_input_tokens":12032,"output_tokens":351,"reasoning_output_tokens":222}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5efbfa673790d8556268a1c053216d16541e7394 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with both group_col and condition_col bound to \"Class\". Since the grouping and condition are the same field, the result shows a within-class proportion of 1 for Class='1' and 0 for other Class values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_57d18ed2488f106c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b59a468c56e42e651a5fdba6e6ee8ecc781cd0fa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15935, "bytes_utf8": 15935, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17313, "cached_input_tokens": 12032, "output_tokens": 666, "reasoning_output_tokens": 471}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e52c351b1698cd5600a5b7887787a2a167ddbea8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_592b4a0ab91edafa", + "api_calls": 0, + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 666, + "total_tokens": 17979, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15447.7, + "sql_execution_elapsed_ms_total": 175.35, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..db111a6d6b05954e2bbcf0d4a774ec2412d4e94e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:40:28.342148+00:00", + "ended_at": "2026-05-19T15:40:43.789876+00:00", + "elapsed_ms": 15447.7, + "prompt_metrics": { + "chars": 15935, + "bytes_utf8": 15935, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1101, + "bytes_utf8": 1101, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 700, + "bytes_utf8": 700, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 666, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..662744efe4956a29879e86d4c0797f9916d98c39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Class, condition_col=Class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Class", + "condition_col": "Class", + "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": 1.361938, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7874ffd1e5ccf92b43dd02c672482a57705ab01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e5-483d-7d11-b687-e3fc857a6f64"} +{"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 \\\"Class\\\",\\n SUM(CASE WHEN \\\"Class\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Class\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n)\\nSELECT \\\"Class\\\",\\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 both \\\"group_col\\\" and \\\"condition_col\\\" bound to \\\"Class\\\". Used string literals '0' and '1' because the schema snapshot shows \\\"Class\\\" stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17313,"cached_input_tokens":12032,"output_tokens":666,"reasoning_output_tokens":471}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..09f3f8cfcbc445baa6c5a44493f6638dde805189 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Class\",\n SUM(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n16\"\n GROUP BY \"Class\"\n)\nSELECT \"Class\",\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 both \"group_col\" and \"condition_col\" bound to \"Class\". Used string literals '0' and '1' because the schema snapshot shows \"Class\" stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_592b4a0ab91edafa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..616ad3f722eb0de5ae4e13fe1978a88b3fee7751 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_59f331f583bafa28", + "api_calls": 0, + "input_tokens": 17097, + "cached_input_tokens": 12032, + "output_tokens": 251, + "total_tokens": 17348, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12181.29, + "sql_execution_elapsed_ms_total": 154.02, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..06b8ef24ff64117d463f024bb048885419309393 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:02:17.152061+00:00", + "ended_at": "2026-05-19T16:02:21.246182+00:00", + "elapsed_ms": 4094.09, + "returncode": 1, + "prompt_metrics": { + "chars": 15070, + "bytes_utf8": 15070, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b22f992bdd366992ca8427b9405715606257e298 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V22.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V22", + "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": -0.241564, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b22f992bdd366992ca8427b9405715606257e298 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V22.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V22", + "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": -0.241564, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..af9c5d122234ed4690e5e7c21b5ad64678811c8f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-40c6-7d82-862a-8247832e04ba"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b151daedebc6be0d254dcd728ba8aaca9855138 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-54b0-7972-8237-2b17aeb43b22"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"V22\\\" AS REAL) <= -0.241564 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"n16\\\";\",\"notes\":\"Used the planned Threshold Rarity CDF template with measure_col bound to \\\"V22\\\" and measure_threshold fixed at -0.241564. CAST to REAL is applied because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17097,"cached_input_tokens":12032,"output_tokens":251,"reasoning_output_tokens":140}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_59f331f583bafa28/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..65b46bc4c754a49bc76624b07cf4a092776998cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15045, "bytes_utf8": 15045, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 275, "bytes_utf8": 275, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 15744, "output_tokens": 185, "reasoning_output_tokens": 107}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c63937bc156def5c2ffbc458ff824990be255df6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5a970756efd6be88", + "api_calls": 0, + "input_tokens": 17079, + "cached_input_tokens": 15744, + "output_tokens": 185, + "total_tokens": 17264, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 6893.91, + "sql_execution_elapsed_ms_total": 138.9, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a1fc7306401add05d023eeed2c877bd216dd6a29 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:33:21.351686+00:00", + "ended_at": "2026-05-19T15:33:28.245629+00:00", + "elapsed_ms": 6893.91, + "prompt_metrics": { + "chars": 15045, + "bytes_utf8": 15045, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 633, + "bytes_utf8": 633, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 275, + "bytes_utf8": 275, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17079, + "cached_input_tokens": 15744, + "output_tokens": 185, + "reasoning_output_tokens": 107 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb173bcce6cf6e95ff8a62e6f29f00750321fd41 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Class", + "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": 0.439373, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..813dc05ffdc8044407ff37fa35411548b93660c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40de-c463-7df1-816d-9262833c2f94"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the required grouped-count template with group_col bound to \\\"Class\\\" on the single table \\\"n16\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17079,"cached_input_tokens":15744,"output_tokens":185,"reasoning_output_tokens":107}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..935c13fc9c8b72619cfe0ffd142e3127d7895452 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Class\", COUNT(*) AS \"row_count\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"row_count\" DESC;","notes":"Uses the required grouped-count template with group_col bound to \"Class\" on the single table \"n16\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5a970756efd6be88/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..affe27c50f19ce02868081e1004f38105c664c28 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15935, "bytes_utf8": 15935, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 684, "bytes_utf8": 684, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17313, "cached_input_tokens": 16768, "output_tokens": 663, "reasoning_output_tokens": 477}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6ad07b0db60a50b7976585dc71a6e499f743f8e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5afb8cbedd44ce3f", + "api_calls": 0, + "input_tokens": 17313, + "cached_input_tokens": 16768, + "output_tokens": 663, + "total_tokens": 17976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18061.66, + "sql_execution_elapsed_ms_total": 168.12, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b06072df1e82a1089b15e0f8846122a4ef6fa480 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:39:33.661626+00:00", + "ended_at": "2026-05-19T15:39:51.723317+00:00", + "elapsed_ms": 18061.66, + "prompt_metrics": { + "chars": 15935, + "bytes_utf8": 15935, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1386, + "bytes_utf8": 1386, + "lines": 5, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 684, + "bytes_utf8": 684, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17313, + "cached_input_tokens": 16768, + "output_tokens": 663, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ad20b43d328298ac055ab0452489853f2c24d4d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Class, condition_col=Class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Class", + "condition_col": "Class", + "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": 0.009852, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..758575055d223dbcc1a3aa32d11637b11323e089 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,5 @@ +{"type":"thread.started","thread_id":"019e40e4-72a6-79b2-96d7-5f3d1bfa9a10"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1989192, Requested 17948. Please try again in 214ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"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 \\\"Class\\\",\\n SUM(CASE WHEN \\\"Class\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Class\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n)\\nSELECT \\\"Class\\\",\\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 and condition_col both bound to \\\"Class\\\". Since \\\"Class\\\" is stored as TEXT in the schema snapshot, the condition values are compared as '0' and '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17313,"cached_input_tokens":16768,"output_tokens":663,"reasoning_output_tokens":477}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3865f01122014d4db3e733fb50ca97ac29c2cffd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"Class\",\n SUM(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n16\"\n GROUP BY \"Class\"\n)\nSELECT \"Class\",\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 and condition_col both bound to \"Class\". Since \"Class\" is stored as TEXT in the schema snapshot, the condition values are compared as '0' and '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5afb8cbedd44ce3f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..168346d967bb2261ad738391bb0e6e015de61ee6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15681, "bytes_utf8": 15681, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 620, "bytes_utf8": 620, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17244, "cached_input_tokens": 16768, "output_tokens": 638, "reasoning_output_tokens": 448}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3f8863fd1ed30f0497de8572977f23482d31a6f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5c612800c5508ee8", + "api_calls": 0, + "input_tokens": 17244, + "cached_input_tokens": 16768, + "output_tokens": 638, + "total_tokens": 17882, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12386.75, + "sql_execution_elapsed_ms_total": 237.95, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eed2adc3ad6d94cb4785160bca73c5c9cfa3b293 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:49:53.340672+00:00", + "ended_at": "2026-05-19T15:50:05.727451+00:00", + "elapsed_ms": 12386.75, + "prompt_metrics": { + "chars": 15681, + "bytes_utf8": 15681, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1040, + "bytes_utf8": 1040, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 620, + "bytes_utf8": 620, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17244, + "cached_input_tokens": 16768, + "output_tokens": 638, + "reasoning_output_tokens": 448 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f27b75fe57f93542bd323d51ba141df74f15729c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.382126, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..14998b4e1aa5766c07bbe1c3a1adff1236a427dc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ed-e757-71d0-918c-6deec0741a4c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V19\\\" AS REAL)) AS \\\"group_value\\\"\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n),\\n\\\"total\\\" AS (\\n SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n FROM \\\"grouped\\\"\\n)\\nSELECT g.\\\"Class\\\", g.\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS g\\nCROSS JOIN \\\"total\\\" AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.1\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Used the requested template with group_col=\\\"Class\\\" and measure_col=\\\"V19\\\". CAST(\\\"V19\\\" AS REAL) is applied because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17244,"cached_input_tokens":16768,"output_tokens":638,"reasoning_output_tokens":448}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f250360c9079746955671f5a578615fdc508f377 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH \"grouped\" AS (\n SELECT \"Class\", SUM(CAST(\"V19\" AS REAL)) AS \"group_value\"\n FROM \"n16\"\n GROUP BY \"Class\"\n),\n\"total\" AS (\n SELECT SUM(\"group_value\") AS \"total_value\"\n FROM \"grouped\"\n)\nSELECT g.\"Class\", g.\"group_value\"\nFROM \"grouped\" AS g\nCROSS JOIN \"total\" AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.1\nORDER BY g.\"group_value\" DESC;","notes":"Used the requested template with group_col=\"Class\" and measure_col=\"V19\". CAST(\"V19\" AS REAL) is applied because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5c612800c5508ee8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8a5ad4206904873af2e5dbb02ec6af4ba0ec1db --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15377, "bytes_utf8": 15377, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15377, "bytes_utf8": 15377, "lines": 471, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17165, "cached_input_tokens": 16768, "output_tokens": 372, "reasoning_output_tokens": 263}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a3da24740e3d8cedb616702713ba86b7b7080655 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5e6e4fd829b6f95c", + "api_calls": 0, + "input_tokens": 17165, + "cached_input_tokens": 16768, + "output_tokens": 372, + "total_tokens": 17537, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12672.22, + "sql_execution_elapsed_ms_total": 148.03, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..39f34b0db02b829cbf6f5b5adca1c5c5ff7cbb4d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:30.164293+00:00", + "ended_at": "2026-05-19T16:01:33.298802+00:00", + "elapsed_ms": 3134.48, + "returncode": 1, + "prompt_metrics": { + "chars": 15377, + "bytes_utf8": 15377, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..94a4d96dd9435804a0f0f4f780eaf8ae1a9fff32 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:34.301174+00:00", + "ended_at": "2026-05-19T16:01:43.838955+00:00", + "elapsed_ms": 9537.74, + "prompt_metrics": { + "chars": 15377, + "bytes_utf8": 15377, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 766, + "bytes_utf8": 766, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17165, + "cached_input_tokens": 16768, + "output_tokens": 372, + "reasoning_output_tokens": 263 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..33faff88392eb296fc098682b14fc39286c92d42 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.406569, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..33faff88392eb296fc098682b14fc39286c92d42 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.406569, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..98940aa966947000ef2043bec2e379903a39845b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-8939-7081-87b4-b348f060ecee"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8147e288529786f0d57805e175fec9c0e527bf05 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-8939-7081-87b4-b348f060ecee"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..db1cdab2e2ef0461f71d5011da3ead854200f2c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-995b-7a71-9a9d-b4a8eb909d18"} +{"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\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the grouped condition rate template with \\\"Class\\\" as both the grouping and condition column. Because the dataset stores values as TEXT, the condition value is compared to the string '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17165,"cached_input_tokens":16768,"output_tokens":372,"reasoning_output_tokens":263}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa615d2a274b38302a962b64654de01517e86ac2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY condition_rate DESC;","notes":"Uses the grouped condition rate template with \"Class\" as both the grouping and condition column. Because the dataset stores values as TEXT, the condition value is compared to the string '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5e6e4fd829b6f95c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dbc8f70e8b14a191910702e1cd7e0b18ce800390 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 265, "reasoning_output_tokens": 160}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..413fa53a6ea474c95b885b5bc53d58cb756a54cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5edd28010f8ec789", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 265, + "total_tokens": 17371, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7867.25, + "sql_execution_elapsed_ms_total": 220.54, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..243b5973556ad548b96ffc40ca6dddfe65e22187 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:29:05.592416+00:00", + "ended_at": "2026-05-19T15:29:13.459702+00:00", + "elapsed_ms": 7867.25, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 726, + "bytes_utf8": 726, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 265, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f52e07010950500064e8c1b38be05e717eb6f8c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V2.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V2", + "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": 0.165267, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0736dac835aca19e564d9bc7df51aefaa98222f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40da-dd3a-72f1-87a5-2c749e3798dd"} +{"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(\\\"V2\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the required Grouped Numeric Sum template with group_col=\\\"Class\\\" and measure_col=\\\"V2\\\". CAST(\\\"V2\\\" AS REAL) is used because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":265,"reasoning_output_tokens":160}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8d6e43a293874c2d7719f6bf16b8c7f4f2605ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V2\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the required Grouped Numeric Sum template with group_col=\"Class\" and measure_col=\"V2\". CAST(\"V2\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5edd28010f8ec789/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9166b99174e5355c0758a3dd9c2b90c612ff6d7f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15366, "bytes_utf8": 15366, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15366, "bytes_utf8": 15366, "lines": 471, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 409, "bytes_utf8": 409, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17165, "cached_input_tokens": 12032, "output_tokens": 285, "reasoning_output_tokens": 176}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..210e5ee5802aec57d40ac40a1b9e2a5e7a3919da --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5f2256e39039e54e", + "api_calls": 0, + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 285, + "total_tokens": 17450, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11619.07, + "sql_execution_elapsed_ms_total": 164.54, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a204c8c7b9acaf7abde60607b2c5f593b48bcdcc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:00:55.491780+00:00", + "ended_at": "2026-05-19T16:00:58.868384+00:00", + "elapsed_ms": 3376.57, + "returncode": 1, + "prompt_metrics": { + "chars": 15366, + "bytes_utf8": 15366, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6c4bfd1bdb043ffadb86e7fbf41d5d658ae82d14 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:00:59.870304+00:00", + "ended_at": "2026-05-19T16:01:08.112839+00:00", + "elapsed_ms": 8242.5, + "prompt_metrics": { + "chars": 15366, + "bytes_utf8": 15366, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 764, + "bytes_utf8": 764, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 285, + "reasoning_output_tokens": 176 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b82d60b101bb3102e12f8c55910f7103d61cfc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Condition Rate to probe direction_consistency 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": "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": 1.361938, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b82d60b101bb3102e12f8c55910f7103d61cfc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": 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"-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Condition Rate to probe direction_consistency 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": "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": 1.361938, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4223df620f7d468402a64021c2eb4138b329d66 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-01ca-75e3-be41-8d68258ca1df"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..81243f597c6deceb556757c5c2a55b269a5be386 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-01ca-75e3-be41-8d68258ca1df"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..727856c8bfcdacf49aea71a4c9334ec36a21b734 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-12cd-7b21-a4fd-c3e9d13b2bdf"} +{"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\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the bound Grouped Condition Rate template with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\"; compared against text value '0' because the SQLite schema stores columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17165,"cached_input_tokens":12032,"output_tokens":285,"reasoning_output_tokens":176}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b39f4bf1719619eb395cdf2fd75644abf46b036a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY condition_rate DESC;","notes":"Applied the bound Grouped Condition Rate template with group_col=\"Class\" and condition_col=\"Class\"; compared against text value '0' because the SQLite schema stores columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5f2256e39039e54e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..efd9f75b82b08c7d623d947fd8969b0340eb4fd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 466, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 308, "bytes_utf8": 308, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 12032, "output_tokens": 325, "reasoning_output_tokens": 235}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c239a51528e9f5e7562753f61ed2b41e3aaecfc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_5fc0bf2f13440d9c", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 12032, + "output_tokens": 325, + "total_tokens": 17442, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11732.9, + "sql_execution_elapsed_ms_total": 146.28, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d2e4323bff33c2857105f95218e23fb5748cbcbd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:33.932952+00:00", + "ended_at": "2026-05-19T16:03:37.248282+00:00", + "elapsed_ms": 3315.3, + "returncode": 1, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7f23534bdbbe126dfb90ba1e711d235df52dd286 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:38.250600+00:00", + "ended_at": "2026-05-19T16:03:46.668239+00:00", + "elapsed_ms": 8417.6, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 669, + "bytes_utf8": 669, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 308, + "bytes_utf8": 308, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17117, + "cached_input_tokens": 12032, + "output_tokens": 325, + "reasoning_output_tokens": 235 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..faf0a694b078bd8f7690f083d134372b61f97ee0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.178602, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..faf0a694b078bd8f7690f083d134372b61f97ee0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.178602, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f8924ff142a9d8d863955ffd3b863beffa46067 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-6c99-7173-8565-8b0ecbf62794"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..71d7dcc4e3b3e19856780bb25acc76c9dde7e0f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-6c99-7173-8565-8b0ecbf62794"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce8cef2bf7f47c2aa5a681076605b190339ca55a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-7d77-7ca1-ae2e-2364c1c4e16a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n \\\"Class\\\",\\n COUNT(*) AS \\\"support\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"support\\\" ASC, \\\"Class\\\"\\nLIMIT 12;\",\"notes\":\"Uses the planned Low-Support Group Count template with \\\"Class\\\" as the grouping column and LIMIT 12.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":12032,"output_tokens":325,"reasoning_output_tokens":235}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a941dd6149f7f26ba12ebbdc43659ed9ddb7cf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n \"Class\",\n COUNT(*) AS \"support\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"support\" ASC, \"Class\"\nLIMIT 12;","notes":"Uses the planned Low-Support Group Count template with \"Class\" as the grouping column and LIMIT 12."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_5fc0bf2f13440d9c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..522ffdee212d5ebac3d777bc2135ec2ade262c9c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15681, "bytes_utf8": 15681, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 639, "bytes_utf8": 639, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17244, "cached_input_tokens": 15744, "output_tokens": 385, "reasoning_output_tokens": 214}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5621009b0511f855bdde46e436d6298e6d251dff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_620a591e8ffd8a02", + "api_calls": 0, + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 385, + "total_tokens": 17629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8271.04, + "sql_execution_elapsed_ms_total": 277.29, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ed05440815a7e64879133fb5269cfe1de8d491fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:46:59.867597+00:00", + "ended_at": "2026-05-19T15:47:08.138689+00:00", + "elapsed_ms": 8271.04, + "prompt_metrics": { + "chars": 15681, + "bytes_utf8": 15681, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1010, + "bytes_utf8": 1010, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 385, + "reasoning_output_tokens": 214 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..356b0ce1bf33dd4dc63af49dc5e0ad732cce5e85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V13.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V13", + "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": 0.130003, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c2ab21494c0e38f09560debad7314056bfcbf8e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40eb-419a-73b2-8f92-1843bc7a0486"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V13\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"Class\\\" and measure_col=\\\"V13\\\". CAST(\\\"V13\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17244,"cached_input_tokens":15744,"output_tokens":385,"reasoning_output_tokens":214}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0566a3b76fdc505323cd3cab4b0049795ae5a751 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V13\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"Class\" and measure_col=\"V13\". CAST(\"V13\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_620a591e8ffd8a02/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eda5e2d08452a8390fc1c0938d4934de34acc4dc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15127, "bytes_utf8": 15127, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17104, "cached_input_tokens": 4480, "output_tokens": 298, "reasoning_output_tokens": 197}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1ccb05154402cd068dc6b37623883c084b973edb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_645ad63e449da67f", + "api_calls": 0, + "input_tokens": 17104, + "cached_input_tokens": 4480, + "output_tokens": 298, + "total_tokens": 17402, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9144.02, + "sql_execution_elapsed_ms_total": 165.13, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5c5d33ff643dcd3e0978b734d1ed8d6363f48b85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:28:18.038414+00:00", + "ended_at": "2026-05-19T15:28:27.182467+00:00", + "elapsed_ms": 9144.02, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 727, + "bytes_utf8": 727, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17104, + "cached_input_tokens": 4480, + "output_tokens": 298, + "reasoning_output_tokens": 197 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..49e4cdb49cdb340cfd861810d366dad84dd1a413 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=Time.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "Time", + "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": 62140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c5dddc6f650a9f1445fc242fe7dde8646e88a3f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40da-2534-73e1-97dd-4ea8f9083895"} +{"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(\\\"Time\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the requested Grouped Numeric Sum template with group_col=\\\"Class\\\" and measure_col=\\\"Time\\\". CAST(\\\"Time\\\" AS REAL) is used because the schema stores Time as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17104,"cached_input_tokens":4480,"output_tokens":298,"reasoning_output_tokens":197}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..91df600b410cb36d76773e14b2a877a0059c3bee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"Time\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the requested Grouped Numeric Sum template with group_col=\"Class\" and measure_col=\"Time\". CAST(\"Time\" AS REAL) is used because the schema stores Time as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_645ad63e449da67f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4619828a98b78c980dd0b2962c26da231c81bef2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15312, "bytes_utf8": 15312, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1738, "bytes_utf8": 1738, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17142, "cached_input_tokens": 15744, "output_tokens": 1939, "reasoning_output_tokens": 1361}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c9cc3ce0cafe57e40e70e77b51bd7e7d38b8fbb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_64ce20e69b956c8a", + "api_calls": 0, + "input_tokens": 17142, + "cached_input_tokens": 15744, + "output_tokens": 1939, + "total_tokens": 19081, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31137.2, + "sql_execution_elapsed_ms_total": 1085.3, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3cb965798673a768512b36f21e6434f303bec20f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:56:49.311296+00:00", + "ended_at": "2026-05-19T15:57:20.448551+00:00", + "elapsed_ms": 31137.2, + "prompt_metrics": { + "chars": 15312, + "bytes_utf8": 15312, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 2384, + "bytes_utf8": 2384, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1738, + "bytes_utf8": 1738, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17142, + "cached_input_tokens": 15744, + "output_tokens": 1939, + "reasoning_output_tokens": 1361 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f122d3a9893ed7e4283d65f821bf18ede3a90c54 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=Amount.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "Amount", + "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": 63.7964, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4a4eb6ae3d4d0cdd17c22fcf90935d91ae3535d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f4-4039-7bb3-a116-675cbaeef177"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"__base\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"Amount\\\" AS REAL) AS \\\"Amount_num\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"Amount\\\" IS NOT NULL\\n),\\n\\\"__ordered\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n \\\"Amount_num\\\",\\n ROW_NUMBER() OVER (PARTITION BY \\\"Class\\\" ORDER BY \\\"Amount_num\\\") AS \\\"rn\\\"\\n FROM \\\"__base\\\"\\n),\\n\\\"__group_pos\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n 1.0 + (0.95 * (COUNT(*) - 1)) AS \\\"target_pos\\\"\\n FROM \\\"__base\\\"\\n GROUP BY \\\"Class\\\"\\n),\\n\\\"__bounds\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n \\\"target_pos\\\",\\n CAST(\\\"target_pos\\\" AS INTEGER) AS \\\"lo_rn\\\",\\n CAST(\\\"target_pos\\\" AS INTEGER) + CASE\\n WHEN \\\"target_pos\\\" > CAST(\\\"target_pos\\\" AS INTEGER) THEN 1\\n ELSE 0\\n END AS \\\"hi_rn\\\"\\n FROM \\\"__group_pos\\\"\\n),\\n\\\"__picked\\\" AS (\\n SELECT\\n o.\\\"Class\\\",\\n b.\\\"target_pos\\\",\\n b.\\\"lo_rn\\\",\\n b.\\\"hi_rn\\\",\\n MAX(CASE WHEN o.\\\"rn\\\" = b.\\\"lo_rn\\\" THEN o.\\\"Amount_num\\\" END) AS \\\"lo_val\\\",\\n MAX(CASE WHEN o.\\\"rn\\\" = b.\\\"hi_rn\\\" THEN o.\\\"Amount_num\\\" END) AS \\\"hi_val\\\"\\n FROM \\\"__ordered\\\" AS o\\n JOIN \\\"__bounds\\\" AS b\\n ON o.\\\"Class\\\" = b.\\\"Class\\\"\\n GROUP BY\\n o.\\\"Class\\\",\\n b.\\\"target_pos\\\",\\n b.\\\"lo_rn\\\",\\n b.\\\"hi_rn\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\n CASE\\n WHEN \\\"lo_rn\\\" = \\\"hi_rn\\\" THEN \\\"lo_val\\\"\\n ELSE \\\"lo_val\\\" + ((\\\"target_pos\\\" - \\\"lo_rn\\\") * (\\\"hi_val\\\" - \\\"lo_val\\\"))\\n END AS \\\"percentile_measure\\\"\\nFROM \\\"__picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"Emulates PERCENTILE_CONT(0.95) per \\\"Class\\\" in SQLite using linear interpolation over ordered \\\"Amount\\\" values, with CAST(\\\"Amount\\\" AS REAL) because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17142,"cached_input_tokens":15744,"output_tokens":1939,"reasoning_output_tokens":1361}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c8e3dbc68f26f008072aa2c5d6c8ae7b69b0a29 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"__base\" AS (\n SELECT\n \"Class\",\n CAST(\"Amount\" AS REAL) AS \"Amount_num\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"Amount\" IS NOT NULL\n),\n\"__ordered\" AS (\n SELECT\n \"Class\",\n \"Amount_num\",\n ROW_NUMBER() OVER (PARTITION BY \"Class\" ORDER BY \"Amount_num\") AS \"rn\"\n FROM \"__base\"\n),\n\"__group_pos\" AS (\n SELECT\n \"Class\",\n 1.0 + (0.95 * (COUNT(*) - 1)) AS \"target_pos\"\n FROM \"__base\"\n GROUP BY \"Class\"\n),\n\"__bounds\" AS (\n SELECT\n \"Class\",\n \"target_pos\",\n CAST(\"target_pos\" AS INTEGER) AS \"lo_rn\",\n CAST(\"target_pos\" AS INTEGER) + CASE\n WHEN \"target_pos\" > CAST(\"target_pos\" AS INTEGER) THEN 1\n ELSE 0\n END AS \"hi_rn\"\n FROM \"__group_pos\"\n),\n\"__picked\" AS (\n SELECT\n o.\"Class\",\n b.\"target_pos\",\n b.\"lo_rn\",\n b.\"hi_rn\",\n MAX(CASE WHEN o.\"rn\" = b.\"lo_rn\" THEN o.\"Amount_num\" END) AS \"lo_val\",\n MAX(CASE WHEN o.\"rn\" = b.\"hi_rn\" THEN o.\"Amount_num\" END) AS \"hi_val\"\n FROM \"__ordered\" AS o\n JOIN \"__bounds\" AS b\n ON o.\"Class\" = b.\"Class\"\n GROUP BY\n o.\"Class\",\n b.\"target_pos\",\n b.\"lo_rn\",\n b.\"hi_rn\"\n)\nSELECT\n \"Class\",\n CASE\n WHEN \"lo_rn\" = \"hi_rn\" THEN \"lo_val\"\n ELSE \"lo_val\" + ((\"target_pos\" - \"lo_rn\") * (\"hi_val\" - \"lo_val\"))\n END AS \"percentile_measure\"\nFROM \"__picked\"\nORDER BY \"percentile_measure\" DESC;","notes":"Emulates PERCENTILE_CONT(0.95) per \"Class\" in SQLite using linear interpolation over ordered \"Amount\" values, with CAST(\"Amount\" AS REAL) because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_64ce20e69b956c8a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..43c70d79c7238f8bd08fea613f796e3256d9e326 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12288, "output_tokens": 277, "reasoning_output_tokens": 174}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e7fdb1e98375db944591629555a4ba412a894e49 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_650afc185661e3ab", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12288, + "output_tokens": 277, + "total_tokens": 17383, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7764.78, + "sql_execution_elapsed_ms_total": 212.41, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..16c92852ea687e68952f72ac6f62917616761171 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:30:01.407552+00:00", + "ended_at": "2026-05-19T15:30:09.172369+00:00", + "elapsed_ms": 7764.78, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 732, + "bytes_utf8": 732, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12288, + "output_tokens": 277, + "reasoning_output_tokens": 174 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..237bc28c90d7193a30e133152129911d34b60ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V4.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V4", + "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": 0.877204, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..998d82f153d033fb6c35398194602b98d042fffb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40db-b74e-7851-b2c8-0155589acb02"} +{"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(\\\"V4\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the provided Grouped Numeric Sum template with group_col=\\\"Class\\\" and measure_col=\\\"V4\\\". CAST(\\\"V4\\\" AS REAL) is applied because the schema snapshot stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12288,"output_tokens":277,"reasoning_output_tokens":174}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83c7fcc3a4c5499a17168a5bfbc19f54c95b3c3f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V4\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY total_measure DESC;","notes":"Used the provided Grouped Numeric Sum template with group_col=\"Class\" and measure_col=\"V4\". CAST(\"V4\" AS REAL) is applied because the schema snapshot stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_650afc185661e3ab/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bfe5ab29858d5edd0ec2935ec940355bbef32254 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15680, "bytes_utf8": 15680, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 599, "bytes_utf8": 599, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 15744, "output_tokens": 504, "reasoning_output_tokens": 340}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f85994401932e553c5e0372dc01f7f8f54b3160c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_658f2f82fde9c0a0", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 504, + "total_tokens": 17746, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13126.2, + "sql_execution_elapsed_ms_total": 232.45, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9c50427d4dda31d27eec6bf168df0f7e60b19a43 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:49:27.653832+00:00", + "ended_at": "2026-05-19T15:49:40.780066+00:00", + "elapsed_ms": 13126.2, + "prompt_metrics": { + "chars": 15680, + "bytes_utf8": 15680, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 970, + "bytes_utf8": 970, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 599, + "bytes_utf8": 599, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 504, + "reasoning_output_tokens": 340 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b202824b1e1cff622bb03e8c6811eb04a06652cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V18.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.663909, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6117a9f4b718fdcddb5cc704945ec52f85612791 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ed-82e6-7bf0-b7a2-d2a902a757c6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V18\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Class\\\" and measure_col=\\\"V18\\\". CAST(\\\"V18\\\" AS REAL) is applied because the SQLite schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":15744,"output_tokens":504,"reasoning_output_tokens":340}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e0261288c043382c5c044096d224e2ac8c0824a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V18\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Used the planned template with group_col=\"Class\" and measure_col=\"V18\". CAST(\"V18\" AS REAL) is applied because the SQLite schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_658f2f82fde9c0a0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1a9581ddc9ba37eb9cccd14502d0a77287c9d386 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15305, "bytes_utf8": 15305, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 756, "bytes_utf8": 756, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 15744, "output_tokens": 1268, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5a04bcee917ae3833be22406862048c07490a5f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_6716b22936132dc9", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 1268, + "total_tokens": 18412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20504.45, + "sql_execution_elapsed_ms_total": 935.56, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..62e813d65f8e1cfc40285864d1be3a98e2d5693f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:54:01.497082+00:00", + "ended_at": "2026-05-19T15:54:22.001560+00:00", + "elapsed_ms": 20504.45, + "prompt_metrics": { + "chars": 15305, + "bytes_utf8": 15305, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1189, + "bytes_utf8": 1189, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 756, + "bytes_utf8": 756, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 1268, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa12522cb93cd6752a5a4e7a538befa739132836 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V26.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V26", + "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": 0.020934, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3939d94567a7f9966cc9d93e3c0615d06915dba7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f1-b09c-76e1-9c95-859d3229e1d1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V26\\\" AS REAL) AS \\\"measure_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V26\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V26\\\" IS NOT NULL\\n)\\nSELECT\\n \\\"Class\\\",\\n \\\"measure_value\\\" AS \\\"percentile_measure\\\"\\nFROM \\\"ranked\\\"\\nWHERE \\\"rn\\\" = ((9 * \\\"cnt\\\" + 9) / 10)\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses the nearest-rank 90th percentile per \\\"Class\\\" group. \\\"V26\\\" is CAST to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":15744,"output_tokens":1268,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ee3fc8ef4a283c074ac729109ac4930d7465044 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n SELECT\n \"Class\",\n CAST(\"V26\" AS REAL) AS \"measure_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V26\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V26\" IS NOT NULL\n)\nSELECT\n \"Class\",\n \"measure_value\" AS \"percentile_measure\"\nFROM \"ranked\"\nWHERE \"rn\" = ((9 * \"cnt\" + 9) / 10)\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this uses the nearest-rank 90th percentile per \"Class\" group. \"V26\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6716b22936132dc9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3e1e3d3eec49c540804301722eca8b719eac0b72 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15527, "bytes_utf8": 15527, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 542, "bytes_utf8": 542, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17224, "cached_input_tokens": 12032, "output_tokens": 589, "reasoning_output_tokens": 422}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a9a236f4e3b104d3be93bbf296e837439cf85baf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_679505f702931d08", + "api_calls": 0, + "input_tokens": 17224, + "cached_input_tokens": 12032, + "output_tokens": 589, + "total_tokens": 17813, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12023.37, + "sql_execution_elapsed_ms_total": 1185.83, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8d28f789b3938f8bd59a58ac6e6d2af5a5cc6065 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:35:39.040236+00:00", + "ended_at": "2026-05-19T15:35:51.063648+00:00", + "elapsed_ms": 12023.37, + "prompt_metrics": { + "chars": 15527, + "bytes_utf8": 15527, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 928, + "bytes_utf8": 928, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 542, + "bytes_utf8": 542, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17224, + "cached_input_tokens": 12032, + "output_tokens": 589, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..904e59d3f009d02906a9bea244cde74806f013f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V27.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V27", + "item_col": "V28", + "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": -0.004081, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bae0649ddc885a395ad33317afcd2e17bfeab44 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e0-de30-7451-8a01-1a15242926f0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n \\\"V28\\\",\\n SUM(CAST(\\\"V27\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V27\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V27\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V28\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided template with group_col=\\\"Class\\\", item_col=\\\"V28\\\", and measure_col=\\\"V27\\\". CAST(\\\"V27\\\" AS REAL) is applied because the SQLite schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17224,"cached_input_tokens":12032,"output_tokens":589,"reasoning_output_tokens":422}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..79a690c44cc663f208b9c4f9d4a50afca02045ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n \"V28\",\n SUM(CAST(\"V27\" AS REAL)) AS total_measure,\n SUM(CAST(\"V27\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V27\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V28\"\nORDER BY share_within_group DESC;","notes":"Used the provided template with group_col=\"Class\", item_col=\"V28\", and measure_col=\"V27\". CAST(\"V27\" AS REAL) is applied because the SQLite schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_679505f702931d08/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c01fff861896955e5fa1c62b0436a6ecce7c6e24 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:52.393849+00:00", + "ended_at": "2026-05-19T16:01:55.625705+00:00", + "elapsed_ms": 3231.82, + "returncode": 1, + "prompt_metrics": { + "chars": 15068, + "bytes_utf8": 15068, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..31e3e96a3c1ad221bec7f6e6b7e5621cbbbd8710 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:56.627591+00:00", + "ended_at": "2026-05-19T16:01:59.566030+00:00", + "elapsed_ms": 2938.41, + "returncode": 1, + "prompt_metrics": { + "chars": 15068, + "bytes_utf8": 15068, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..47ca3f7f11639eac4f68a49819ff9f76e30c705c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V19.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V19", + "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": 0.382126, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..47ca3f7f11639eac4f68a49819ff9f76e30c705c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V19.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V19", + "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": 0.382126, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bd76b4e95aeb64f319029cc24d52641354971a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-dff0-7ac3-8566-28f685c87dce"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ee4311b95382a03b97ee773d8ef169fd62602f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-dff0-7ac3-8566-28f685c87dce"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..767d378ef60feceed1def84cfda615d451c95516 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-f092-7ae0-9cde-298289031a04"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7cc337705ea3fdf540aed4dcbef5bcb66545165e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-f092-7ae0-9cde-298289031a04"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_69d1d5467b25dd7b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5fd0033b3db8382cb19faff3d3bde82ea7f33a13 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15681, "bytes_utf8": 15681, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 15744, "output_tokens": 470, "reasoning_output_tokens": 312}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0e202bdf995c563e0d4751217c6f63bbc086999 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_6d955a225b1e5c03", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 470, + "total_tokens": 17712, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10424.82, + "sql_execution_elapsed_ms_total": 280.08, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d1685d6a67626e7243e8e5f5745b8db584204470 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:47:33.422370+00:00", + "ended_at": "2026-05-19T15:47:43.847233+00:00", + "elapsed_ms": 10424.82, + "prompt_metrics": { + "chars": 15681, + "bytes_utf8": 15681, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 952, + "bytes_utf8": 952, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 470, + "reasoning_output_tokens": 312 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..38b80797b5477049890f76b0eb30a49077538984 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V14.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V14", + "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": -0.031645, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..79c03ee015e150d906b5929d2e373198ebbcd15d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40eb-c521-76c0-b109-3060be0fb8b1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V14\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Used the required template with group_col=\\\"Class\\\" and measure_col=\\\"V14\\\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":15744,"output_tokens":470,"reasoning_output_tokens":312}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8537a045a51bb5a6d1f022b1e79cefc9f23d7749 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V14\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Used the required template with group_col=\"Class\" and measure_col=\"V14\". 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6d955a225b1e5c03/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..375190c57fe1cc7347e53480898fe579194e1a13 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:16.575259+00:00", + "ended_at": "2026-05-19T16:07:19.782547+00:00", + "elapsed_ms": 3207.26, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6b8deecc883b3b8b21903314ac02c5c91fa6a2e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:20.785106+00:00", + "ended_at": "2026-05-19T16:07:23.948812+00:00", + "elapsed_ms": 3163.66, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e62e75cf78f6a6373166aaae94c4ee3a9e8c2090 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.382126, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e62e75cf78f6a6373166aaae94c4ee3a9e8c2090 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.382126, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4ef519047eb815b9f44c4c86199934526e17b1d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-d258-7380-a818-2549cf1ffda0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2382eb943758ce4727b44bb912211e924a58edf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-d258-7380-a818-2549cf1ffda0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcb4f991df9303d32e6f6a6678f0ed4992e71f79 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-e2d0-78e0-9597-39516a21f8dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..255058aeeadaa48ec54be53cba639892e7f07861 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-e2d0-78e0-9597-39516a21f8dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_6dd101a0e2e85e9f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf0398d86732ba6237bd9fabefddf30930e09be7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15682, "bytes_utf8": 15682, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17244, "cached_input_tokens": 15744, "output_tokens": 598, "reasoning_output_tokens": 423}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6b0d4d0729e4b059f30bb0d7ed546474cd25e6ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_71bf65cf47a2f42e", + "api_calls": 0, + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 598, + "total_tokens": 17842, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11975.52, + "sql_execution_elapsed_ms_total": 235.43, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..609c0eaf8e20fb07891a23a2793168a15c5d943c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:49:41.070635+00:00", + "ended_at": "2026-05-19T15:49:53.046192+00:00", + "elapsed_ms": 11975.52, + "prompt_metrics": { + "chars": 15682, + "bytes_utf8": 15682, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1024, + "bytes_utf8": 1024, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 598, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a4296c3688d93709d636ebc977534cc73985604 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V18.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.54024, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2b788fd0fc64dfe34883fe5410d8a66ebdc6cbb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ed-b765-7000-a025-fc2c6722f5b2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V18\\\" AS REAL)) AS \\\"group_value\\\"\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.\\\"group_value\\\"\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.05\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Applied the requested template with group_col=\\\"Class\\\" and measure_col=\\\"V18\\\". Cast \\\"V18\\\" to REAL because the schema snapshot stores numeric fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17244,"cached_input_tokens":15744,"output_tokens":598,"reasoning_output_tokens":423}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f1aa50da574982aae8633c617df3c84e92eaff3f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V18\" AS REAL)) AS \"group_value\"\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(\"group_value\") AS \"total_value\"\n FROM grouped\n)\nSELECT g.\"Class\", g.\"group_value\"\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.05\nORDER BY g.\"group_value\" DESC;","notes":"Applied the requested template with group_col=\"Class\" and measure_col=\"V18\". Cast \"V18\" to REAL because the schema snapshot stores numeric fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_71bf65cf47a2f42e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab312594ddd9a2eb83d30a17fe23a30d99a1eac3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15936, "bytes_utf8": 15936, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17313, "cached_input_tokens": 12032, "output_tokens": 415, "reasoning_output_tokens": 222}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c5dbeb1a1a09d4492a9a02112ff81d72c866ebaf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_726444bb01d5d782", + "api_calls": 0, + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 415, + "total_tokens": 17728, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12988.94, + "sql_execution_elapsed_ms_total": 170.9, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2094dc8110d5f6ef619f04f9f8026ab88c612a3b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:39:51.949927+00:00", + "ended_at": "2026-05-19T15:40:04.938897+00:00", + "elapsed_ms": 12988.94, + "prompt_metrics": { + "chars": 15936, + "bytes_utf8": 15936, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1086, + "bytes_utf8": 1086, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 717, + "bytes_utf8": 717, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 415, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f1ac333b3bb825e3db097af5c72a92b2b0284b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Class, condition_col=Class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Class", + "condition_col": "Class", + "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": 0.125246, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..174572b17b91238522ff5a2e4358ec135bb30b9a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e4-ba2c-7181-bafb-60f5b5582684"} +{"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 \\\"Class\\\",\\n SUM(CASE WHEN \\\"Class\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Class\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n)\\nSELECT \\\"Class\\\",\\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 exactly with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\". Since the grouping column and condition column are the same, the '0' group will have a NULL denominator and the '1' group will yield 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17313,"cached_input_tokens":12032,"output_tokens":415,"reasoning_output_tokens":222}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0fd75fa57506c47b4df627ff221228b0a403ba0c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Class\",\n SUM(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n16\"\n GROUP BY \"Class\"\n)\nSELECT \"Class\",\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 exactly with group_col=\"Class\" and condition_col=\"Class\". Since the grouping column and condition column are the same, the '0' group will have a NULL denominator and the '1' group will yield 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_726444bb01d5d782/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f0eb8e86dd4eba8a2e317cd9a97be6d99b2ed9a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:04:40.828567+00:00", + "ended_at": "2026-05-19T16:04:43.923825+00:00", + "elapsed_ms": 3095.23, + "returncode": 1, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9ef913c422ec73ec744064eba7b33e0ad6cf707d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:04:44.926230+00:00", + "ended_at": "2026-05-19T16:04:48.252929+00:00", + "elapsed_ms": 3326.65, + "returncode": 1, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe910b65d3135bf750a9f112beb02f72f3d9b113 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.702271, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe910b65d3135bf750a9f112beb02f72f3d9b113 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.702271, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7311be35111c07c7834e8d1ac2bafe2b77180e5f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-7204-7f13-a218-581ad9962ff6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b5f8a060877f636334e40e0211ce57f9a3039d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-7204-7f13-a218-581ad9962ff6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6fb90abbddb00b2a25fdcbcc20c089af5c58caa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-820f-7190-bdcc-7f71a327d676"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c8780b43a7a8e66d67904a652a745d377ff68ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-820f-7190-bdcc-7f71a327d676"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_75c746fd58084e54/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a507d9de5ba395727e6f0078a815ad2ca91f84dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:05:59.474760+00:00", + "ended_at": "2026-05-19T16:06:02.662849+00:00", + "elapsed_ms": 3188.05, + "returncode": 1, + "prompt_metrics": { + "chars": 15298, + "bytes_utf8": 15298, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b8cec3b1678cb4b798ac14e7af4dad64fd9abd77 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:03.665307+00:00", + "ended_at": "2026-05-19T16:06:06.744338+00:00", + "elapsed_ms": 3078.99, + "returncode": 1, + "prompt_metrics": { + "chars": 15298, + "bytes_utf8": 15298, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e4451a2c43e37bc394546a6469571a3b411eadc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V14.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V14", + "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": -0.075135, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e4451a2c43e37bc394546a6469571a3b411eadc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V14.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V14", + "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": -0.075135, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc8afa2029d78cfa8abebeddf556a74394dc22b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-a544-7822-a5f6-3d37c422bbbd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb6149f589012f0295119f45d231fbc431ea5f59 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-a544-7822-a5f6-3d37c422bbbd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ab112820866f7bdb2199e3b3c0cf4adca77f910 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-b58f-7650-b222-530c8fbc9449"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..44c26ccb7184866736b9b0f17810e0c0b75fd6a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-b58f-7650-b222-530c8fbc9449"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_77390d83e6c59369/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3d0023a6d5fc9673f8796058d473ce26ac79c8a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:05:16.529860+00:00", + "ended_at": "2026-05-19T16:05:19.361096+00:00", + "elapsed_ms": 2831.21, + "returncode": 1, + "prompt_metrics": { + "chars": 15297, + "bytes_utf8": 15297, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8bdba78525c4f89f48fad5859ee10a0212016a37 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:05:20.363471+00:00", + "ended_at": "2026-05-19T16:05:23.241564+00:00", + "elapsed_ms": 2878.05, + "returncode": 1, + "prompt_metrics": { + "chars": 15297, + "bytes_utf8": 15297, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bebf436cff9b0db3bb9ec865986df66cbff6b808 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V12.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V12", + "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": 0.210396, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bebf436cff9b0db3bb9ec865986df66cbff6b808 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V12.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V12", + "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": 0.210396, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..102707d8d6299502a4bdd8151a3345215f02c62e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-fd66-7e43-86fb-20c90cc78eac"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..166a64a2e0f67595fd31549466722cbf759c51b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-fd66-7e43-86fb-20c90cc78eac"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..61026dbfc9f7369e2560807ef1f762461d56b5b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-0c5d-77a0-8725-50dabf8df690"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c08f5e1de148667a5916121d3a2bf9512c3a86b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-0c5d-77a0-8725-50dabf8df690"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_79f36fb4548f9538/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c9ed59de5d88c726d1718f8158fb969f70054e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15528, "bytes_utf8": 15528, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17222, "cached_input_tokens": 15744, "output_tokens": 530, "reasoning_output_tokens": 367}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8165e801c1d3eca779c78325fbfacf6556100aa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_7ce2db6500112141", + "api_calls": 0, + "input_tokens": 17222, + "cached_input_tokens": 15744, + "output_tokens": 530, + "total_tokens": 17752, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12006.41, + "sql_execution_elapsed_ms_total": 1110.9, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..508cdda3c67e1eef941db4ea98f18fe8f2d318dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:37:40.083552+00:00", + "ended_at": "2026-05-19T15:37:52.090023+00:00", + "elapsed_ms": 12006.41, + "prompt_metrics": { + "chars": 15528, + "bytes_utf8": 15528, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 933, + "bytes_utf8": 933, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17222, + "cached_input_tokens": 15744, + "output_tokens": 530, + "reasoning_output_tokens": 367 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3605ceb786ab72670eef5d6ee26673a4517193d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=Time.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "Time", + "item_col": "V1", + "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": 59530.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e6d652a1166ded6354c18b17d96ec043e6e66f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e2-b6eb-7601-8805-93de170b7f1e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n \\\"V1\\\",\\n SUM(CAST(\\\"Time\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Time\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Time\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V1\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided template with group_col=\\\"Class\\\", item_col=\\\"V1\\\", and measure_col=\\\"Time\\\". CAST(\\\"Time\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17222,"cached_input_tokens":15744,"output_tokens":530,"reasoning_output_tokens":367}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a4038253313e5aeb201af3ac81965746d3be999 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n \"V1\",\n SUM(CAST(\"Time\" AS REAL)) AS total_measure,\n SUM(CAST(\"Time\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Time\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V1\"\nORDER BY share_within_group DESC;","notes":"Applied the provided template with group_col=\"Class\", item_col=\"V1\", and measure_col=\"Time\". CAST(\"Time\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ce2db6500112141/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e252465019ca0a1806f01bf8ef12f82352d3c6a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:00:39.161909+00:00", + "ended_at": "2026-05-19T16:00:43.052581+00:00", + "elapsed_ms": 3890.65, + "returncode": 1, + "prompt_metrics": { + "chars": 15380, + "bytes_utf8": 15380, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3cae4840933eafc5eaec225d10f18103e0da164f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:00:44.055120+00:00", + "ended_at": "2026-05-19T16:00:46.976260+00:00", + "elapsed_ms": 2921.1, + "returncode": 1, + "prompt_metrics": { + "chars": 15380, + "bytes_utf8": 15380, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c864b56f8d291d7c81fe63c97fc6bf615cd69dec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 1.342641, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c864b56f8d291d7c81fe63c97fc6bf615cd69dec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 1.342641, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..76a32ed529f0faddf53ac329956c7a0429f201bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-c1eb-7013-8a84-27487e3ce815"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..323b818c82881064130b8690b91d8402570a61fd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-c1eb-7013-8a84-27487e3ce815"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e964467ea4cb155f2da384c9a67ad553d12b6498 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-d532-73a3-ac9c-9fc0931c4932"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..89f049067afe50d62814026f5990b357a848f58f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f7-d532-73a3-ac9c-9fc0931c4932"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_7ef8a8848e514d66/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..452cca30002bb324cb9605c01e6132edf881fc87 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15123, "bytes_utf8": 15123, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 248, "reasoning_output_tokens": 146}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3f1d5395755ed064799afeb21fb2f373bdca5b14 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_8124cac346ebed46", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 248, + "total_tokens": 17354, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9123.3, + "sql_execution_elapsed_ms_total": 213.63, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..41547c6f7239b1a0b3b4f8545a03e4812f29c48a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:28:36.902070+00:00", + "ended_at": "2026-05-19T15:28:46.025401+00:00", + "elapsed_ms": 9123.3, + "prompt_metrics": { + "chars": 15123, + "bytes_utf8": 15123, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 722, + "bytes_utf8": 722, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 248, + "reasoning_output_tokens": 146 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c400ac48b9d643ee1e50de9d8d20a0c214299fc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V1.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V1", + "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": 1.198791, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..930fa51c87b6b7dd0e32278b10f5a13c719daa56 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40da-6d3a-72e1-abc3-4b3e424232d5"} +{"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(\\\"V1\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned Grouped Numeric Sum template with group_col=\\\"Class\\\" and measure_col=\\\"V1\\\". CAST(\\\"V1\\\" AS REAL) is included because the SQLite schema stores feature values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":248,"reasoning_output_tokens":146}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ea585e32758c7cb43608229b5202a8db7de31ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V1\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY total_measure DESC;","notes":"Used the planned Grouped Numeric Sum template with group_col=\"Class\" and measure_col=\"V1\". CAST(\"V1\" AS REAL) is included because the SQLite schema stores feature values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8124cac346ebed46/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7fa973df2cd195e065985bf256901b21b56c9d75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15127, "bytes_utf8": 15127, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 304, "bytes_utf8": 304, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17116, "cached_input_tokens": 12032, "output_tokens": 464, "reasoning_output_tokens": 373}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1ad915732241e456fbb720ce28a1f237416c5416 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_815815a0fb2d5701", + "api_calls": 0, + "input_tokens": 17116, + "cached_input_tokens": 12032, + "output_tokens": 464, + "total_tokens": 17580, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10917.34, + "sql_execution_elapsed_ms_total": 147.17, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..848157afa26807d65fd564153beaecc705fd465a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:22.810319+00:00", + "ended_at": "2026-05-19T16:03:33.727691+00:00", + "elapsed_ms": 10917.34, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 665, + "bytes_utf8": 665, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 304, + "bytes_utf8": 304, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17116, + "cached_input_tokens": 12032, + "output_tokens": 464, + "reasoning_output_tokens": 373 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5e7020ce90eb89580dae56995aa6b00e4652d55 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 1.198791, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..42927fdd0e112730b5b2398d948e1aabd3756e6b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-4157-7dc0-8462-08dc0c4b65e0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2.\\nSELECT\\n \\\"Class\\\",\\n COUNT(*) AS \\\"support\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"support\\\" ASC, \\\"Class\\\"\\nLIMIT 16;\",\"notes\":\"Applies the Low-Support Group Count template with \\\"Class\\\" as the grouping column and LIMIT 16.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17116,"cached_input_tokens":12032,"output_tokens":464,"reasoning_output_tokens":373}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f664d1800d0dd5fc448f2456223a2657b36c2d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tail_low_support_group_count_v2.\nSELECT\n \"Class\",\n COUNT(*) AS \"support\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"support\" ASC, \"Class\"\nLIMIT 16;","notes":"Applies the Low-Support Group Count template with \"Class\" as the grouping column and LIMIT 16."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_815815a0fb2d5701/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..015b0ef8120d2e40792278ff2b1f29b32a534343 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15128, "bytes_utf8": 15128, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17104, "cached_input_tokens": 12032, "output_tokens": 301, "reasoning_output_tokens": 202}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..653d4366ea9c5c1e39db92f28276b78bc3bf1245 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_816f29a9b8e5bf03", + "api_calls": 0, + "input_tokens": 17104, + "cached_input_tokens": 12032, + "output_tokens": 301, + "total_tokens": 17405, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9271.65, + "sql_execution_elapsed_ms_total": 168.04, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..befe597832aca277c81b223aa7d33ce9d18c6595 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:28:27.404659+00:00", + "ended_at": "2026-05-19T15:28:36.676341+00:00", + "elapsed_ms": 9271.65, + "prompt_metrics": { + "chars": 15128, + "bytes_utf8": 15128, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 723, + "bytes_utf8": 723, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17104, + "cached_input_tokens": 12032, + "output_tokens": 301, + "reasoning_output_tokens": 202 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6740022cb17f8a96127ae4dae3b38a63edcff5de --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=Time.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "Time", + "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": 59530.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d5aacbe59a9c6f759dee91c7db936ba41589364 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40da-480e-7343-8e3a-80f64b0800b6"} +{"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(\\\"Time\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned grouped-sum template with group_col=\\\"Class\\\" and measure_col=\\\"Time\\\". CAST(\\\"Time\\\" AS REAL) is applied because the SQLite schema stores this numeric field as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17104,"cached_input_tokens":12032,"output_tokens":301,"reasoning_output_tokens":202}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..78d05ede578c2818aed2a3107174f6d3d8fecfd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"Time\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY total_measure DESC;","notes":"Used the planned grouped-sum template with group_col=\"Class\" and measure_col=\"Time\". CAST(\"Time\" AS REAL) is applied because the SQLite schema stores this numeric field as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_816f29a9b8e5bf03/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3f7960cd0390b49a30a42656b47849122069ece0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:01.735888+00:00", + "ended_at": "2026-05-19T16:07:04.890689+00:00", + "elapsed_ms": 3154.77, + "returncode": 1, + "prompt_metrics": { + "chars": 15293, + "bytes_utf8": 15293, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..217a74647a4568d365bdfda278862b3e1470568a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:05.892847+00:00", + "ended_at": "2026-05-19T16:07:08.946337+00:00", + "elapsed_ms": 3053.45, + "returncode": 1, + "prompt_metrics": { + "chars": 15293, + "bytes_utf8": 15293, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ca3c1aeff2e865280420342b3cd69835a07525f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V18.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.663909, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ca3c1aeff2e865280420342b3cd69835a07525f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V18.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V18", + "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": 0.663909, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..679748446c3014d8ad770ee2a4513bfd924fbaee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-9893-79c3-9c21-20e07126496d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d6e36a91f090b937930f487177faa2924c497d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-9893-79c3-9c21-20e07126496d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a8b6c50fd658845c90d0fae2969c81aa047d801 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-a8a1-7003-b653-748d9b7be13f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b431ea1e9a44771ac62fc2ead70985fa8b627a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-a8a1-7003-b653-748d9b7be13f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_82e25e69082e0e68/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6eb3cd866a7f862a4503cd17babf4f561728dd68 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15380, "bytes_utf8": 15380, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15380, "bytes_utf8": 15380, "lines": 471, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17166, "cached_input_tokens": 15744, "output_tokens": 346, "reasoning_output_tokens": 217}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..df4e896584df77d7b31d566d8dbf1db56eca9fa5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_8b22d5b95abd3594", + "api_calls": 0, + "input_tokens": 17166, + "cached_input_tokens": 15744, + "output_tokens": 346, + "total_tokens": 17512, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12383.62, + "sql_execution_elapsed_ms_total": 161.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..47dc739e9bf750f017e648f556aa7ed3ca29c4db --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:59:19.960038+00:00", + "ended_at": "2026-05-19T15:59:22.821980+00:00", + "elapsed_ms": 2861.9, + "returncode": 1, + "prompt_metrics": { + "chars": 15380, + "bytes_utf8": 15380, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0a875ac7ccf56d88e8f12d2b241bf5369cc50496 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:59:23.824953+00:00", + "ended_at": "2026-05-19T15:59:33.346706+00:00", + "elapsed_ms": 9521.72, + "prompt_metrics": { + "chars": 15380, + "bytes_utf8": 15380, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 837, + "bytes_utf8": 837, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17166, + "cached_input_tokens": 15744, + "output_tokens": 346, + "reasoning_output_tokens": 217 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c00d554ea46a9e60fde2b214bb18946c5edd24e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c00d554ea46a9e60fde2b214bb18946c5edd24e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a7fbf9d4fbbe87e4005746dc2f6e6cb2574854e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-8cc3-74e3-9520-ab0971ea6496"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5842f6958a1eaa4ba6bf9b15a5c7df4cb66079f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-8cc3-74e3-9520-ab0971ea6496"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..31a18698ffbf46c366308f8a28cdf0ef88cf3ed4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-9bc8-7602-9ae9-f095833d89fa"} +{"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\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the Grouped Condition Rate template exactly with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\". Since the grouping and condition use the same column, each group's rate is deterministic: rows with Class='0' yield 1.0 and other class groups yield 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17166,"cached_input_tokens":15744,"output_tokens":346,"reasoning_output_tokens":217}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0245fb149d23e08d9c4541e2941e2961914c1f98 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY condition_rate DESC;","notes":"Applied the Grouped Condition Rate template exactly with group_col=\"Class\" and condition_col=\"Class\". Since the grouping and condition use the same column, each group's rate is deterministic: rows with Class='0' yield 1.0 and other class groups yield 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8b22d5b95abd3594/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..76fcb7535725ab94667f0f59fc60a9cf981fd36d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15303, "bytes_utf8": 15303, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15303, "bytes_utf8": 15303, "lines": 468, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 1897, "bytes_utf8": 1897, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 16768, "output_tokens": 1152, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6991e780221fda013b2effbdc6f89a79da3e44db --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_8ddb7e640f0be5e9", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 16768, + "output_tokens": 1152, + "total_tokens": 18296, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26360.33, + "sql_execution_elapsed_ms_total": 1389.62, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2a5ce64a2c4a0f0576f9554721f4911b3128a8f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:58:51.148027+00:00", + "ended_at": "2026-05-19T15:58:57.613876+00:00", + "elapsed_ms": 6465.82, + "returncode": 1, + "prompt_metrics": { + "chars": 15303, + "bytes_utf8": 15303, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1bed6e07cfb79b429309b7bbc5e84a7b862acea9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:58:58.617185+00:00", + "ended_at": "2026-05-19T15:59:18.511749+00:00", + "elapsed_ms": 19894.51, + "prompt_metrics": { + "chars": 15303, + "bytes_utf8": 15303, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 2511, + "bytes_utf8": 2511, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1897, + "bytes_utf8": 1897, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 16768, + "output_tokens": 1152, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8e2de639a4abd05ff74af0a905070b447c9167c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V2.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V2", + "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": 0.165267, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8e2de639a4abd05ff74af0a905070b447c9167c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V2.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V2", + "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": 0.165267, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..38f23e23d440287ebe3e0ad5681608e06e81f61a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-1c15-7710-9b12-828030bca35d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3747d6834b279df09a78a70595e5425731f4d868 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-1c15-7710-9b12-828030bca35d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8445cbb181376a29ceac2f91943e4d64ce9a1679 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-3938-71d3-98be-77ea67bb8fdb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V2\\\" AS REAL) AS \\\"measure_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V2\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V2\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n SELECT DISTINCT\\n \\\"Class\\\",\\n \\\"cnt\\\",\\n (1.0 + (0.9 * (\\\"cnt\\\" - 1))) AS \\\"pos\\\",\\n CAST(1.0 + (0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n CASE\\n WHEN (1.0 + (0.9 * (\\\"cnt\\\" - 1))) = CAST(1.0 + (0.9 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n THEN CAST(1.0 + (0.9 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n ELSE CAST(1.0 + (0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) + 1\\n END AS \\\"upper_rn\\\"\\n FROM \\\"ordered\\\"\\n),\\n\\\"percentiles\\\" AS (\\n SELECT\\n o.\\\"Class\\\",\\n CASE\\n WHEN p.\\\"lower_rn\\\" = p.\\\"upper_rn\\\" THEN\\n MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"measure_value\\\" END)\\n ELSE\\n MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"measure_value\\\" END) +\\n (p.\\\"pos\\\" - p.\\\"lower_rn\\\") * (\\n MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"upper_rn\\\" THEN o.\\\"measure_value\\\" END) -\\n MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"measure_value\\\" END)\\n )\\n END AS \\\"percentile_measure\\\"\\n FROM \\\"ordered\\\" AS o\\n JOIN \\\"positions\\\" AS p\\n ON o.\\\"Class\\\" = p.\\\"Class\\\"\\n GROUP BY o.\\\"Class\\\", p.\\\"pos\\\", p.\\\"lower_rn\\\", p.\\\"upper_rn\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\n \\\"percentile_measure\\\"\\nFROM \\\"percentiles\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses window functions and linear interpolation to emulate the 90th percentile of \\\"V2\\\" within each \\\"Class\\\" group. \\\"V2\\\" is cast from TEXT to REAL to preserve numeric ordering.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":16768,"output_tokens":1152,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..40bce6fc830e1d7f39d5d38b8b1c1c56180aaf4f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n SELECT\n \"Class\",\n CAST(\"V2\" AS REAL) AS \"measure_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V2\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V2\" IS NOT NULL\n),\n\"positions\" AS (\n SELECT DISTINCT\n \"Class\",\n \"cnt\",\n (1.0 + (0.9 * (\"cnt\" - 1))) AS \"pos\",\n CAST(1.0 + (0.9 * (\"cnt\" - 1)) AS INTEGER) AS \"lower_rn\",\n CASE\n WHEN (1.0 + (0.9 * (\"cnt\" - 1))) = CAST(1.0 + (0.9 * (\"cnt\" - 1)) AS INTEGER)\n THEN CAST(1.0 + (0.9 * (\"cnt\" - 1)) AS INTEGER)\n ELSE CAST(1.0 + (0.9 * (\"cnt\" - 1)) AS INTEGER) + 1\n END AS \"upper_rn\"\n FROM \"ordered\"\n),\n\"percentiles\" AS (\n SELECT\n o.\"Class\",\n CASE\n WHEN p.\"lower_rn\" = p.\"upper_rn\" THEN\n MAX(CASE WHEN o.\"rn\" = p.\"lower_rn\" THEN o.\"measure_value\" END)\n ELSE\n MAX(CASE WHEN o.\"rn\" = p.\"lower_rn\" THEN o.\"measure_value\" END) +\n (p.\"pos\" - p.\"lower_rn\") * (\n MAX(CASE WHEN o.\"rn\" = p.\"upper_rn\" THEN o.\"measure_value\" END) -\n MAX(CASE WHEN o.\"rn\" = p.\"lower_rn\" THEN o.\"measure_value\" END)\n )\n END AS \"percentile_measure\"\n FROM \"ordered\" AS o\n JOIN \"positions\" AS p\n ON o.\"Class\" = p.\"Class\"\n GROUP BY o.\"Class\", p.\"pos\", p.\"lower_rn\", p.\"upper_rn\"\n)\nSELECT\n \"Class\",\n \"percentile_measure\"\nFROM \"percentiles\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this uses window functions and linear interpolation to emulate the 90th percentile of \"V2\" within each \"Class\" group. \"V2\" is cast from TEXT to REAL to preserve numeric ordering."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8ddb7e640f0be5e9/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f5f795a511b2438644b4bab315d1e207dae2c3ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15045, "bytes_utf8": 15045, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 12032, "output_tokens": 309, "reasoning_output_tokens": 233}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f3a9d78dd59c9bf9256f90ea3516d15b8fb62b94 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_8eb2b1d696e5405e", + "api_calls": 0, + "input_tokens": 17079, + "cached_input_tokens": 12032, + "output_tokens": 309, + "total_tokens": 17388, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9268.95, + "sql_execution_elapsed_ms_total": 130.96, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f9e7835e4bbec8c0b6d68050624c8eeb7b9bb29f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:32:06.325610+00:00", + "ended_at": "2026-05-19T15:32:15.594588+00:00", + "elapsed_ms": 9268.95, + "prompt_metrics": { + "chars": 15045, + "bytes_utf8": 15045, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 635, + "bytes_utf8": 635, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17079, + "cached_input_tokens": 12032, + "output_tokens": 309, + "reasoning_output_tokens": 233 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f985141554ebaa8dea62161058f0aaf96402eec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Class", + "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": 0.130003, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4cddb132b2d64822aa9e1d4435703308babe76f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40dd-9f51-75c3-bd21-527019f0b104"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the grouped-count template with group_col bound to \\\"Class\\\" to measure the class count distribution.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17079,"cached_input_tokens":12032,"output_tokens":309,"reasoning_output_tokens":233}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..50bc3f920424917ef31969745b5cb2e9b4cf5f9a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Class\", COUNT(*) AS \"row_count\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"row_count\" DESC;","notes":"Applies the grouped-count template with group_col bound to \"Class\" to measure the class count distribution."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8eb2b1d696e5405e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..513249348c2a3f6f52fbc70cf927ebb0e4433b79 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15682, "bytes_utf8": 15682, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 654, "bytes_utf8": 654, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 15744, "output_tokens": 657, "reasoning_output_tokens": 465}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4704dc202164a22809ecdc8a2382a05437302705 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_8f618c88c46db5ae", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 657, + "total_tokens": 17899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12245.08, + "sql_execution_elapsed_ms_total": 230.9, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2afa6fd219bd63072e1aafe9f623f73f38b5638a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:49:15.116789+00:00", + "ended_at": "2026-05-19T15:49:27.361913+00:00", + "elapsed_ms": 12245.08, + "prompt_metrics": { + "chars": 15682, + "bytes_utf8": 15682, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1073, + "bytes_utf8": 1073, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 654, + "bytes_utf8": 654, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 657, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3cd46a47e046d429cc3a1cc1843913d06e8265c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V17.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V17", + "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": 0.262494, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c15978e1722f2e0794c3285b06620a571af9dbc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ed-520f-7d60-a307-54231902c9e0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V17\\\" AS REAL)) AS \\\"group_value\\\"\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), \\\"total\\\" AS (\\n SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n FROM \\\"grouped\\\"\\n)\\nSELECT g.\\\"Class\\\", g.\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS g\\nCROSS JOIN \\\"total\\\" AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.05\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Used the required Relative-to-Total Extreme Threshold template with group_col=\\\"Class\\\" and measure_col=\\\"V17\\\"; cast \\\"V17\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":15744,"output_tokens":657,"reasoning_output_tokens":465}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea488ef033c339eb6b8f2abc793d64df8ac0bf06 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold.\nWITH \"grouped\" AS (\n SELECT \"Class\", SUM(CAST(\"V17\" AS REAL)) AS \"group_value\"\n FROM \"n16\"\n GROUP BY \"Class\"\n), \"total\" AS (\n SELECT SUM(\"group_value\") AS \"total_value\"\n FROM \"grouped\"\n)\nSELECT g.\"Class\", g.\"group_value\"\nFROM \"grouped\" AS g\nCROSS JOIN \"total\" AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.05\nORDER BY g.\"group_value\" DESC;","notes":"Used the required Relative-to-Total Extreme Threshold template with group_col=\"Class\" and measure_col=\"V17\"; cast \"V17\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_8f618c88c46db5ae/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..61ae97da4850cf74ee021a1a24bf4412187fa2c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15380, "bytes_utf8": 15380, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15380, "bytes_utf8": 15380, "lines": 471, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 414, "bytes_utf8": 414, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17166, "cached_input_tokens": 12032, "output_tokens": 315, "reasoning_output_tokens": 203}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e5bfe849ff8cdbf999991b46632c798a47cd479a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_98091fa70f9bbcbd", + "api_calls": 0, + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 315, + "total_tokens": 17481, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10992.46, + "sql_execution_elapsed_ms_total": 149.92, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d81148fd32ed8926c238348f89dda5c1f1b1bd2c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:17.960262+00:00", + "ended_at": "2026-05-19T16:01:20.907906+00:00", + "elapsed_ms": 2947.62, + "returncode": 1, + "prompt_metrics": { + "chars": 15380, + "bytes_utf8": 15380, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c7e08fc66910a8647c7f601ce89daf1b6bbcaf2b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:21.910227+00:00", + "ended_at": "2026-05-19T16:01:29.955120+00:00", + "elapsed_ms": 8044.84, + "prompt_metrics": { + "chars": 15380, + "bytes_utf8": 15380, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 777, + "bytes_utf8": 777, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17166, + "cached_input_tokens": 12032, + "output_tokens": 315, + "reasoning_output_tokens": 203 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ba1f41ff9933540399cd9bf31d4aab4dd4bb6fe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.406569, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ba1f41ff9933540399cd9bf31d4aab4dd4bb6fe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": 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"-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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": "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": 0.406569, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..760b45d505e59e8a076883f3d386572f2992fa9b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-5995-78d3-b724-83809ab712dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..188d5d17d7f8e34d9e2190218ff6289b99df9c2f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-5995-78d3-b724-83809ab712dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e86d0290fa8f1f9826e00ee67454f8f7a4a9be4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-68ff-7f32-9d40-eff23d7bd3c6"} +{"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\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\", using condition_value='0' to compute the within-group proportion of class 0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17166,"cached_input_tokens":12032,"output_tokens":315,"reasoning_output_tokens":203}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee15b1e9a5008ed7ee6057cad8a016e3e0c26609 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"Class\" and condition_col=\"Class\", using condition_value='0' to compute the within-group proportion of class 0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98091fa70f9bbcbd/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c22f42add3fe256742456625ce546681a504fed7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15682, "bytes_utf8": 15682, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 16768, "output_tokens": 408, "reasoning_output_tokens": 250}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c83c4c5db33a1a8d4eb44bbb2561c935955a049 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_98c0d745b48de8a6", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 16768, + "output_tokens": 408, + "total_tokens": 17650, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17158.39, + "sql_execution_elapsed_ms_total": 270.31, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb9460e7c576b61715ce28729fd67b3c401121d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:48:12.816025+00:00", + "ended_at": "2026-05-19T15:48:29.974453+00:00", + "elapsed_ms": 17158.39, + "prompt_metrics": { + "chars": 15682, + "bytes_utf8": 15682, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1618, + "bytes_utf8": 1618, + "lines": 6, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 16768, + "output_tokens": 408, + "reasoning_output_tokens": 250 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5012df8a2a826435d813872368a3d059db6c789f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V15.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V15", + "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": 0.654391, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1c9fcaa59ce6e7b279fc94a05b211f9658e019f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,6 @@ +{"type":"thread.started","thread_id":"019e40ec-5ea6-7510-b9b2-8e253ab330c1"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1995027, Requested 17877. Please try again in 387ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17877. Please try again in 536ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V15\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the required template with group_col=\\\"Class\\\" and measure_col=\\\"V15\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":16768,"output_tokens":408,"reasoning_output_tokens":250}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..918276ade6f8ef59046ed6d0d8ee5c23876dfb3f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V15\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Applied the required template with group_col=\"Class\" and measure_col=\"V15\". 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_98c0d745b48de8a6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..211b00cfae36d403b8fea65c304eaee1a6717d01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15683, "bytes_utf8": 15683, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 607, "bytes_utf8": 607, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17244, "cached_input_tokens": 15744, "output_tokens": 493, "reasoning_output_tokens": 327}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c093781696e9df2dfa3748157b785c0065823ff9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_9cab8b61c5d21739", + "api_calls": 0, + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 493, + "total_tokens": 17737, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11130.75, + "sql_execution_elapsed_ms_total": 229.53, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..33fb5e966c2047d3e152828957f0d40a9836be08 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:46:48.446752+00:00", + "ended_at": "2026-05-19T15:46:59.577549+00:00", + "elapsed_ms": 11130.75, + "prompt_metrics": { + "chars": 15683, + "bytes_utf8": 15683, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 978, + "bytes_utf8": 978, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 607, + "bytes_utf8": 607, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 493, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0b3bb85f8e8b2e845f6e7979184c8bec0938ba1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V12.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V12", + "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": 0.210396, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f044aee0827699a5d13438b5cf33cdd0ef3d1551 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40eb-1588-76d3-b687-e395dcb41e9b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold.\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V12\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Uses the requested template with group_col=\\\"Class\\\" and measure_col=\\\"V12\\\". CAST(\\\"V12\\\" AS REAL) is applied because the schema snapshot stores numeric fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17244,"cached_input_tokens":15744,"output_tokens":493,"reasoning_output_tokens":327}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6c989f8c4e75600ace616ade936634c40593807 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold.\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V12\" AS REAL)) AS group_value\n FROM \"n16\"\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Uses the requested template with group_col=\"Class\" and measure_col=\"V12\". CAST(\"V12\" AS REAL) is applied because the schema snapshot stores numeric fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9cab8b61c5d21739/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9de0e408ec2ad3b2/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9de0e408ec2ad3b2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..722eb29ae06e5caa73da487545b41cf63ecb1d18 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9de0e408ec2ad3b2/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_c", + "dataset_id": "n16", + "started_at": "2026-05-19T16:05:44.116775+00:00", + "ended_at": "2026-05-19T16:05:52.111217+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n16_9de0e408ec2ad3b2", + "problem_id": "v2p_n16_e9dcd3bff51ffe12", + "dataset_id": "n16", + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_mass_similarity", + "intended_facet_id": "tail_ranked_signal", + "variant_semantic_role": "rare_extreme_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V13.", + "bindings": { + "group_col": "Class", + "measure_col": "V13", + "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": -0.247925, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "notes": [ + "default_facets=tail_ranked_signal", + "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", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9de0e408ec2ad3b2/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9de0e408ec2ad3b2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6900496239ab57d0054152baed9bf91f46a850d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9de0e408ec2ad3b2/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:05:47.647771+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3474.21, "started_at": "2026-05-19T16:05:44.172794+00:00", "ended_at": "2026-05-19T16:05:47.647036+00:00", "prompt_metrics": {"chars": 15296, "bytes_utf8": 15296, "lines": 468, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40fc-696f-74e3-a589-5e24085bf2b8\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:05:52.111117+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3460.72, "started_at": "2026-05-19T16:05:48.649538+00:00", "ended_at": "2026-05-19T16:05:52.110303+00:00", "prompt_metrics": {"chars": 15296, "bytes_utf8": 15296, "lines": 468, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40fc-7ae0-7e91-9ecf-dcf368e0a9dd\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a49d90d2eed6dec3d057350e7522ad8f67e3eed1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15127, "bytes_utf8": 15127, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17115, "cached_input_tokens": 12288, "output_tokens": 211, "reasoning_output_tokens": 122}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..851b496de228399d5c3561504aceb0a334d60c5c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_9f786bb5e5dec6c3", + "api_calls": 0, + "input_tokens": 17115, + "cached_input_tokens": 12288, + "output_tokens": 211, + "total_tokens": 17326, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7253.2, + "sql_execution_elapsed_ms_total": 153.81, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1151c1cf0253b52948524f81b489291751d6278f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:04:25.707249+00:00", + "ended_at": "2026-05-19T16:04:32.960489+00:00", + "elapsed_ms": 7253.2, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 660, + "bytes_utf8": 660, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17115, + "cached_input_tokens": 12288, + "output_tokens": 211, + "reasoning_output_tokens": 122 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1eb06fa51a84158c265a13ffc8743be767e4218a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.951394, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..69c88364d7ff98577dba103d74177ac38c2d7e0c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fb-36f2-7672-871f-9dc351e4599a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n \\\"Class\\\",\\n COUNT(*) AS support\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY support ASC, \\\"Class\\\"\\nLIMIT 19;\",\"notes\":\"Uses the Low-Support Group Count template with group_col bound to \\\"Class\\\" on the single table \\\"n16\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17115,"cached_input_tokens":12288,"output_tokens":211,"reasoning_output_tokens":122}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3684728e9320436ab44d359792b9cad6dcd823b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n \"Class\",\n COUNT(*) AS support\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY support ASC, \"Class\"\nLIMIT 19;","notes":"Uses the Low-Support Group Count template with group_col bound to \"Class\" on the single table \"n16\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_9f786bb5e5dec6c3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..67f589319d645588ea7c314f6adf8e274f47da8e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15523, "bytes_utf8": 15523, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17224, "cached_input_tokens": 16768, "output_tokens": 691, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..55d930a52c5fea7608264af8532e8296b9fe505c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_a22fa877a9b2168c", + "api_calls": 0, + "input_tokens": 17224, + "cached_input_tokens": 16768, + "output_tokens": 691, + "total_tokens": 17915, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13890.64, + "sql_execution_elapsed_ms_total": 1170.9, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0996773ebc959918d494cffc1b027d31e7d14453 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:38:49.893124+00:00", + "ended_at": "2026-05-19T15:39:03.783807+00:00", + "elapsed_ms": 13890.64, + "prompt_metrics": { + "chars": 15523, + "bytes_utf8": 15523, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 940, + "bytes_utf8": 940, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17224, + "cached_input_tokens": 16768, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..35c863396259f979239296fcf178b14d9bfcd4c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V3.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V3", + "item_col": "V4", + "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": 0.559176, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf5f5c5448ebf1027ee19900f41fdf39af1065ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e3-c7b7-7013-b727-5bef5ad17b28"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n \\\"V4\\\",\\n SUM(CAST(\\\"V3\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V3\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"V3\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\"), 0) AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V4\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided template with bindings group_col=\\\"Class\\\", item_col=\\\"V4\\\", and measure_col=\\\"V3\\\". CAST(\\\"V3\\\" AS REAL) is applied because the SQLite schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17224,"cached_input_tokens":16768,"output_tokens":691,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4fefd20b38cd99a60ff389422664180c3c977ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n \"V4\",\n SUM(CAST(\"V3\" AS REAL)) AS total_measure,\n SUM(CAST(\"V3\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"V3\" AS REAL))) OVER (PARTITION BY \"Class\"), 0) AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V4\"\nORDER BY share_within_group DESC;","notes":"Used the provided template with bindings group_col=\"Class\", item_col=\"V4\", and measure_col=\"V3\". CAST(\"V3\" AS REAL) is applied because the SQLite schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a22fa877a9b2168c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..951d6459c22357300e72786f17d0eedcdaf9ee2b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15526, "bytes_utf8": 15526, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17224, "cached_input_tokens": 15744, "output_tokens": 697, "reasoning_output_tokens": 504}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..549e6a5dd4e74e411b4e126f38b313ec714d4c20 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_a48e8d110053f5b6", + "api_calls": 0, + "input_tokens": 17224, + "cached_input_tokens": 15744, + "output_tokens": 697, + "total_tokens": 17921, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13816.95, + "sql_execution_elapsed_ms_total": 1191.11, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e957850eedda8aed9923f4a0dfdf9469aaaaa917 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:34:27.705976+00:00", + "ended_at": "2026-05-19T15:34:41.522968+00:00", + "elapsed_ms": 13816.95, + "prompt_metrics": { + "chars": 15526, + "bytes_utf8": 15526, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1015, + "bytes_utf8": 1015, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17224, + "cached_input_tokens": 15744, + "output_tokens": 697, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa30b747d34e72232b45efb9f97e33176cdc0ce0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V25.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V25", + "item_col": "V26", + "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": 0.338835, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a60e3f936ba599898770a854636e7d1e40c3c73 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40df-c77e-7390-99ce-f0649e716037"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n \\\"V26\\\",\\n SUM(CAST(\\\"V25\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V25\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V25\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nWHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V26\\\" IS NOT NULL\\n AND \\\"V25\\\" IS NOT NULL\\nGROUP BY \\\"Class\\\", \\\"V26\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"V26\\\", and measure_col=\\\"V25\\\". CAST to REAL is used because the schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17224,"cached_input_tokens":15744,"output_tokens":697,"reasoning_output_tokens":504}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2240b61b44d688d5f0ed39badf52610d658fbecf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n \"V26\",\n SUM(CAST(\"V25\" AS REAL)) AS total_measure,\n SUM(CAST(\"V25\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V25\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nWHERE \"Class\" IS NOT NULL\n AND \"V26\" IS NOT NULL\n AND \"V25\" IS NOT NULL\nGROUP BY \"Class\", \"V26\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"Class\", item_col=\"V26\", and measure_col=\"V25\". 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a48e8d110053f5b6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eba6485c1e963ef514c617f233c1338eeb36d26b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15681, "bytes_utf8": 15681, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17244, "cached_input_tokens": 15744, "output_tokens": 717, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..220b709ed62a749a80b314987b3b44360a05cb97 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_a4cdda62b390ffb9", + "api_calls": 0, + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 717, + "total_tokens": 17961, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14346.49, + "sql_execution_elapsed_ms_total": 267.17, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1f5b0f29e8ca4da5ed7b67b7d2f3d9d4212ace34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:47:58.140599+00:00", + "ended_at": "2026-05-19T15:48:12.487134+00:00", + "elapsed_ms": 14346.49, + "prompt_metrics": { + "chars": 15681, + "bytes_utf8": 15681, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1114, + "bytes_utf8": 1114, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17244, + "cached_input_tokens": 15744, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bced304133b9a4d7d8fb927afbda5ae5851f4448 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V15.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V15", + "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": 0.779477, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e12d7744e0df5b762dc4ebc7a5d0eefe6318513b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ec-25c6-7e90-8b17-21cfa52f9833"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V15\\\" AS REAL)) AS group_value\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V15\\\" IS NOT NULL\\n AND TRIM(\\\"V15\\\") <> ''\\n GROUP BY \\\"Class\\\"\\n), total AS (\\n SELECT SUM(group_value) AS total_value\\n FROM grouped\\n)\\nSELECT g.\\\"Class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Uses the requested Relative-to-Total Extreme Threshold template with group_col=Class and measure_col=V15. CAST is applied because the schema stores V15 as TEXT; blank and NULL V15 values are filtered before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17244,"cached_input_tokens":15744,"output_tokens":717,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc5c02245dd40b9081b094f6557ac23edc5765d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n SELECT \"Class\", SUM(CAST(\"V15\" AS REAL)) AS group_value\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V15\" IS NOT NULL\n AND TRIM(\"V15\") <> ''\n GROUP BY \"Class\"\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.\"Class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Uses the requested Relative-to-Total Extreme Threshold template with group_col=Class and measure_col=V15. CAST is applied because the schema stores V15 as TEXT; blank and NULL V15 values are filtered before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a4cdda62b390ffb9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3caa4a7fa68089b83adf847490e36616f2cfdf7e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15528, "bytes_utf8": 15528, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17224, "cached_input_tokens": 12032, "output_tokens": 435, "reasoning_output_tokens": 267}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f9e229cce5b5386b819d70d983ef64ce4ce70ec0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_a966dcb705565f34", + "api_calls": 0, + "input_tokens": 17224, + "cached_input_tokens": 12032, + "output_tokens": 435, + "total_tokens": 17659, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10612.12, + "sql_execution_elapsed_ms_total": 1187.44, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5daa095f17cf3e924a22173f471da1f42afa0327 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:34:15.840469+00:00", + "ended_at": "2026-05-19T15:34:26.452623+00:00", + "elapsed_ms": 10612.12, + "prompt_metrics": { + "chars": 15528, + "bytes_utf8": 15528, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 921, + "bytes_utf8": 921, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17224, + "cached_input_tokens": 12032, + "output_tokens": 435, + "reasoning_output_tokens": 267 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b0a2f9a93415f0484f18b309fe61566c0b086db --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V24.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V24", + "item_col": "V25", + "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": 0.083704, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..68aa334aef8cdf83b9c7a6168a04ef20f8bdab1f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40df-9918-7881-b495-55f208cd2b97"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n \\\"V25\\\",\\n SUM(CAST(\\\"V24\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V24\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V24\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V25\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"V25\\\", and measure_col=\\\"V24\\\". Cast \\\"V24\\\" to REAL because the schema stores it as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17224,"cached_input_tokens":12032,"output_tokens":435,"reasoning_output_tokens":267}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef188538d04d2314c33b8562ffbba700248b73b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n \"V25\",\n SUM(CAST(\"V24\" AS REAL)) AS total_measure,\n SUM(CAST(\"V24\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V24\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V25\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"Class\", item_col=\"V25\", and measure_col=\"V24\". Cast \"V24\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_a966dcb705565f34/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a38388002e0ec2b69ce0d64fae1391b881e3a958 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15045, "bytes_utf8": 15045, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 253, "bytes_utf8": 253, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 15744, "output_tokens": 299, "reasoning_output_tokens": 227}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9395ad8a4ce38f1727a828a126f1c7e27035ea8a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_ac72a5d03a2a711f", + "api_calls": 0, + "input_tokens": 17079, + "cached_input_tokens": 15744, + "output_tokens": 299, + "total_tokens": 17378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19741.43, + "sql_execution_elapsed_ms_total": 145.0, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..87e21e4387d2d9043bf748ef02048d50afb2966a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:32:46.520048+00:00", + "ended_at": "2026-05-19T15:33:06.261510+00:00", + "elapsed_ms": 19741.43, + "prompt_metrics": { + "chars": 15045, + "bytes_utf8": 15045, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1605, + "bytes_utf8": 1605, + "lines": 7, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 253, + "bytes_utf8": 253, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17079, + "cached_input_tokens": 15744, + "output_tokens": 299, + "reasoning_output_tokens": 227 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..70276a2cc4040ba30032a9b8a35b1516f533ac7c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": 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"-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Class", + "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": 0.779477, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0eef17353eb6f65f610e6c28a1c970d10140120e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,7 @@ +{"type":"thread.started","thread_id":"019e40de-3c5f-7231-86ca-072a3f2a28b2"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1993261, Requested 17714. Please try again in 329ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17714. Please try again in 531ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1985111, Requested 17714. Please try again in 84ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the Grouped Count by Category template with group_col bound to \\\"Class\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17079,"cached_input_tokens":15744,"output_tokens":299,"reasoning_output_tokens":227}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..24d1ce6a1d90de25b67db594af5272034a507da0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Class\", COUNT(*) AS \"row_count\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"row_count\" DESC;","notes":"Applied the Grouped Count by Category template with group_col bound to \"Class\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ac72a5d03a2a711f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ee5c2a51ae292bafca6849f76fd4d83b7a467d4b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15683, "bytes_utf8": 15683, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17242, "cached_input_tokens": 15744, "output_tokens": 1099, "reasoning_output_tokens": 889}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9439b6d76b49f3a12be7ab318d381f2b7799d091 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_ae60094d0405d8f8", + "api_calls": 0, + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 1099, + "total_tokens": 18341, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24544.92, + "sql_execution_elapsed_ms_total": 279.21, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..562cc98288c301819f1263d3e3683d6dd03ec6cd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:47:08.502696+00:00", + "ended_at": "2026-05-19T15:47:33.047682+00:00", + "elapsed_ms": 24544.92, + "prompt_metrics": { + "chars": 15683, + "bytes_utf8": 15683, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1488, + "bytes_utf8": 1488, + "lines": 5, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17242, + "cached_input_tokens": 15744, + "output_tokens": 1099, + "reasoning_output_tokens": 889 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6f468baf3d568d82ac7461f85382b43bb4104ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Class, measure_col=V13.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V13", + "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": -0.247925, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..416926727d5668a1561d85bf1641a48b0b9181ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,5 @@ +{"type":"thread.started","thread_id":"019e40eb-63d3-78e1-84cd-e2a49567a9ca"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1991273, Requested 17877. Please try again in 274ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V13\\\" AS REAL)) AS \\\"group_value\\\"\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n), \\\"total\\\" AS (\\n SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n FROM \\\"grouped\\\"\\n)\\nSELECT \\\"g\\\".\\\"Class\\\", \\\"g\\\".\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS \\\"g\\\"\\nCROSS JOIN \\\"total\\\" AS \\\"t\\\"\\nWHERE \\\"g\\\".\\\"group_value\\\" > \\\"t\\\".\\\"total_value\\\" * 0.05\\nORDER BY \\\"g\\\".\\\"group_value\\\" DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"Class\\\" and measure_col=\\\"V13\\\". CAST(\\\"V13\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17242,"cached_input_tokens":15744,"output_tokens":1099,"reasoning_output_tokens":889}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d01463974f48ef323060b6c8deb86c238327057c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold.\nWITH \"grouped\" AS (\n SELECT \"Class\", SUM(CAST(\"V13\" AS REAL)) AS \"group_value\"\n FROM \"n16\"\n GROUP BY \"Class\"\n), \"total\" AS (\n SELECT SUM(\"group_value\") AS \"total_value\"\n FROM \"grouped\"\n)\nSELECT \"g\".\"Class\", \"g\".\"group_value\"\nFROM \"grouped\" AS \"g\"\nCROSS JOIN \"total\" AS \"t\"\nWHERE \"g\".\"group_value\" > \"t\".\"total_value\" * 0.05\nORDER BY \"g\".\"group_value\" DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"Class\" and measure_col=\"V13\". CAST(\"V13\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ae60094d0405d8f8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ecd159f669a9a3614cfe2381d371691f48674ca7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15531, "bytes_utf8": 15531, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17223, "cached_input_tokens": 12032, "output_tokens": 676, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0ecb6978783c3b03818529cde5c1acca35ac6e9c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_aed319fe36a3af6b", + "api_calls": 0, + "input_tokens": 17223, + "cached_input_tokens": 12032, + "output_tokens": 676, + "total_tokens": 17899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12549.53, + "sql_execution_elapsed_ms_total": 1236.35, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b23f593d2c8e15fa1cbe1bc08a7913ab7024db5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:37:26.219225+00:00", + "ended_at": "2026-05-19T15:37:38.768793+00:00", + "elapsed_ms": 12549.53, + "prompt_metrics": { + "chars": 15531, + "bytes_utf8": 15531, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 937, + "bytes_utf8": 937, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17223, + "cached_input_tokens": 12032, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..da098ae06d6109543bc0946a2e56ac134c0814f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=Time.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "Time", + "item_col": "V1", + "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": 62140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d77a751b20a4b5e7d25a26b57a97a85755dc0e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e2-80df-73b2-b4ec-836c0064f15d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Class\\\", \\\"V1\\\",\\n SUM(CAST(\\\"Time\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Time\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Time\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V1\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided template and bindings: group_col=\\\"Class\\\", item_col=\\\"V1\\\", measure_col=\\\"Time\\\". CAST(\\\"Time\\\" AS REAL) is included because the schema stores this numeric field as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17223,"cached_input_tokens":12032,"output_tokens":676,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..685f2bdf3f2c3d939a1c99c60a8d3d8d70181409 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Class\", \"V1\",\n SUM(CAST(\"Time\" AS REAL)) AS total_measure,\n SUM(CAST(\"Time\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Time\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V1\"\nORDER BY share_within_group DESC;","notes":"Used the provided template and bindings: group_col=\"Class\", item_col=\"V1\", measure_col=\"Time\". CAST(\"Time\" AS REAL) is included because the schema stores this numeric field as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_aed319fe36a3af6b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b53a684b43d24ecf87b8fc2a9529a190dcddde5a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15530, "bytes_utf8": 15530, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17225, "cached_input_tokens": 15744, "output_tokens": 777, "reasoning_output_tokens": 599}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e0218e6e270302b147690c0bb25415beb71e8b81 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_b2a73b1706a675b0", + "api_calls": 0, + "input_tokens": 17225, + "cached_input_tokens": 15744, + "output_tokens": 777, + "total_tokens": 18002, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15214.53, + "sql_execution_elapsed_ms_total": 1282.61, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..68730190e608200bb6729c3033a7adbcc50c17a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:39:05.028249+00:00", + "ended_at": "2026-05-19T15:39:20.242816+00:00", + "elapsed_ms": 15214.53, + "prompt_metrics": { + "chars": 15530, + "bytes_utf8": 15530, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 943, + "bytes_utf8": 943, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 555, + "bytes_utf8": 555, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17225, + "cached_input_tokens": 15744, + "output_tokens": 777, + "reasoning_output_tokens": 599 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1e1175bcc5ee8e26528ecedfe7d0d1594d7b8f48 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V3.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V3", + "item_col": "V4", + "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": 0.404081, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3592308b85dcc28dba66ba1d7c07cef36e4be368 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e4-02d4-7992-9ade-1efdc8fa11f0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n CAST(\\\"V4\\\" AS REAL) AS \\\"V4\\\",\\n SUM(CAST(\\\"V3\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V3\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY\\n \\\"Class\\\",\\n CAST(\\\"V4\\\" AS REAL)\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Class\\\", item_col=\\\"V4\\\", and measure_col=\\\"V3\\\". CAST to REAL is applied because these fields are stored as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17225,"cached_input_tokens":15744,"output_tokens":777,"reasoning_output_tokens":599}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e9f20f6f7c3177f6a2f1cd0478cfbdcba35dca7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n CAST(\"V4\" AS REAL) AS \"V4\",\n SUM(CAST(\"V3\" AS REAL)) AS total_measure,\n SUM(CAST(\"V3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V3\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY\n \"Class\",\n CAST(\"V4\" AS REAL)\nORDER BY share_within_group DESC;","notes":"Used the planned template with group_col=\"Class\", item_col=\"V4\", and measure_col=\"V3\". CAST to REAL is applied because these fields are stored as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_b2a73b1706a675b0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f42ee66dc73eacdc54b8324ec4fae34d3f94782 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15123, "bytes_utf8": 15123, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 297, "reasoning_output_tokens": 192}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8f674960bd2ae293dd9ce67aa310da375652a1cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_bc1dae369840e8dc", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 297, + "total_tokens": 17403, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12048.42, + "sql_execution_elapsed_ms_total": 220.13, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..82d68748470d7889d7369b1e5ad32c05e28fde68 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:30:09.435803+00:00", + "ended_at": "2026-05-19T15:30:21.484255+00:00", + "elapsed_ms": 12048.42, + "prompt_metrics": { + "chars": 15123, + "bytes_utf8": 15123, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 737, + "bytes_utf8": 737, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 371, + "bytes_utf8": 371, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 297, + "reasoning_output_tokens": 192 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3efc450476fcce9fd9d8ab8baf51dc25156b0b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V5.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V5", + "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": 0.702271, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b9453879ac9e3f6e24a8033249bd82adc87eefb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40db-d6af-7740-82c7-26efb6366172"} +{"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(\\\"V5\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the planned grouped numeric sum template with group_col=\\\"Class\\\" and measure_col=\\\"V5\\\". CAST(\\\"V5\\\" AS REAL) is applied because the SQLite schema stores feature values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":297,"reasoning_output_tokens":192}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6358c48d32bfa3035ac9ac07103905768d690a39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V5\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"total_measure\" DESC;","notes":"Used the planned grouped numeric sum template with group_col=\"Class\" and measure_col=\"V5\". CAST(\"V5\" AS REAL) is applied because the SQLite schema stores feature values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc1dae369840e8dc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0202b596ed63d465d8fbf26ef54e2da1ab132b23 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15305, "bytes_utf8": 15305, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15305, "bytes_utf8": 15305, "lines": 468, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 1908, "bytes_utf8": 1908, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 15744, "output_tokens": 2172, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5d65788d1ec3bd897eb6a595663d07ad043325ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_bc2f4a0f9ea7e6b5", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 2172, + "total_tokens": 19316, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37820.42, + "sql_execution_elapsed_ms_total": 1412.33, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..19f71dfdc7bb7478fc5fb7d93837b8607c619638 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:53:21.202621+00:00", + "ended_at": "2026-05-19T15:53:24.816647+00:00", + "elapsed_ms": 3613.99, + "returncode": 1, + "prompt_metrics": { + "chars": 15305, + "bytes_utf8": 15305, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..854f274650860181e2b078302ddb52cfd4a9e331 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:53:25.819975+00:00", + "ended_at": "2026-05-19T15:54:00.026468+00:00", + "elapsed_ms": 34206.43, + "prompt_metrics": { + "chars": 15305, + "bytes_utf8": 15305, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 2527, + "bytes_utf8": 2527, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1908, + "bytes_utf8": 1908, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 2172, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bde452cffb80e09be99f3ec64271e5172eff466c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V26.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V26", + "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": 0.213188, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bde452cffb80e09be99f3ec64271e5172eff466c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V26.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V26", + "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": 0.213188, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..26db2d82a6095bc7145509af82c9018bff217072 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f1-1358-71b3-938b-e1699b37cff5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c5c38a0d5a48a2855b0d5edff764ceb01423cb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f1-1358-71b3-938b-e1699b37cff5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..da2a7b9b07d399c5834c2e36f66b7534f798a17c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f1-2563-72d0-9f52-a35cd660c964"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V26\\\" AS REAL) AS \\\"measure_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V26\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"V26\\\" IS NOT NULL AND TRIM(\\\"V26\\\") <> ''\\n),\\n\\\"ranks\\\" AS (\\n SELECT DISTINCT\\n \\\"Class\\\",\\n (1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS \\\"target_rank\\\",\\n CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rank\\\",\\n CASE\\n WHEN (1.0 + 0.95 * (\\\"cnt\\\" - 1)) = CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n THEN CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n ELSE CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) + 1\\n END AS \\\"upper_rank\\\"\\n FROM \\\"ordered\\\"\\n),\\n\\\"picked\\\" AS (\\n SELECT\\n o.\\\"Class\\\",\\n r.\\\"target_rank\\\",\\n r.\\\"lower_rank\\\",\\n r.\\\"upper_rank\\\",\\n MAX(CASE WHEN o.\\\"rn\\\" = r.\\\"lower_rank\\\" THEN o.\\\"measure_value\\\" END) AS \\\"lower_value\\\",\\n MAX(CASE WHEN o.\\\"rn\\\" = r.\\\"upper_rank\\\" THEN o.\\\"measure_value\\\" END) AS \\\"upper_value\\\"\\n FROM \\\"ordered\\\" AS o\\n JOIN \\\"ranks\\\" AS r\\n ON o.\\\"Class\\\" = r.\\\"Class\\\"\\n GROUP BY\\n o.\\\"Class\\\",\\n r.\\\"target_rank\\\",\\n r.\\\"lower_rank\\\",\\n r.\\\"upper_rank\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\n CASE\\n WHEN \\\"lower_rank\\\" = \\\"upper_rank\\\" THEN \\\"lower_value\\\"\\n ELSE \\\"lower_value\\\" + (\\\"target_rank\\\" - \\\"lower_rank\\\") * (\\\"upper_value\\\" - \\\"lower_value\\\")\\n END AS \\\"percentile_measure\\\"\\nFROM \\\"picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"Uses the planned grouped percentile template with group_col=\\\"Class\\\" and measure_col=\\\"V26\\\". Because SQLite lacks PERCENTILE_CONT, the query emulates the 0.95 continuous percentile per class via window ranks and linear interpolation, casting \\\"V26\\\" from TEXT to REAL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":15744,"output_tokens":2172,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca30a7715e0d8ee864c1a21a6430576c8efc4142 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n SELECT\n \"Class\",\n CAST(\"V26\" AS REAL) AS \"measure_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V26\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"V26\" IS NOT NULL AND TRIM(\"V26\") <> ''\n),\n\"ranks\" AS (\n SELECT DISTINCT\n \"Class\",\n (1.0 + 0.95 * (\"cnt\" - 1)) AS \"target_rank\",\n CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) AS \"lower_rank\",\n CASE\n WHEN (1.0 + 0.95 * (\"cnt\" - 1)) = CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER)\n THEN CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER)\n ELSE CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) + 1\n END AS \"upper_rank\"\n FROM \"ordered\"\n),\n\"picked\" AS (\n SELECT\n o.\"Class\",\n r.\"target_rank\",\n r.\"lower_rank\",\n r.\"upper_rank\",\n MAX(CASE WHEN o.\"rn\" = r.\"lower_rank\" THEN o.\"measure_value\" END) AS \"lower_value\",\n MAX(CASE WHEN o.\"rn\" = r.\"upper_rank\" THEN o.\"measure_value\" END) AS \"upper_value\"\n FROM \"ordered\" AS o\n JOIN \"ranks\" AS r\n ON o.\"Class\" = r.\"Class\"\n GROUP BY\n o.\"Class\",\n r.\"target_rank\",\n r.\"lower_rank\",\n r.\"upper_rank\"\n)\nSELECT\n \"Class\",\n CASE\n WHEN \"lower_rank\" = \"upper_rank\" THEN \"lower_value\"\n ELSE \"lower_value\" + (\"target_rank\" - \"lower_rank\") * (\"upper_value\" - \"lower_value\")\n END AS \"percentile_measure\"\nFROM \"picked\"\nORDER BY \"percentile_measure\" DESC;","notes":"Uses the planned grouped percentile template with group_col=\"Class\" and measure_col=\"V26\". Because SQLite lacks PERCENTILE_CONT, the query emulates the 0.95 continuous percentile per class via window ranks and linear interpolation, casting \"V26\" from TEXT to REAL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bc2f4a0f9ea7e6b5/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4499c92b47786effdace5b86ce2654d568c3748b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15123, "bytes_utf8": 15123, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 340, "bytes_utf8": 340, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 260, "reasoning_output_tokens": 167}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..66e73bbbfa93c70607b127dbc4f4590f21c973e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_bcb1297da8f749b2", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 260, + "total_tokens": 17366, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10536.76, + "sql_execution_elapsed_ms_total": 215.83, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4b812e1889197eae9892824ae581c6285c8c1aa3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:31:27.515871+00:00", + "ended_at": "2026-05-19T15:31:38.052666+00:00", + "elapsed_ms": 10536.76, + "prompt_metrics": { + "chars": 15123, + "bytes_utf8": 15123, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 694, + "bytes_utf8": 694, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 340, + "bytes_utf8": 340, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 260, + "reasoning_output_tokens": 167 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae813350c2a67a1883f7cca24595ede60b24adf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V7.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V7", + "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": 0.009852, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a674e8821523977df12116a4836472a509efaa6d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40dd-07c3-7772-a851-7de4692487fd"} +{"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(\\\"V7\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the requested grouped numeric sum template with \\\"Class\\\" as the grouping column and CAST(\\\"V7\\\" AS REAL) because the schema stores feature values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":260,"reasoning_output_tokens":167}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a69f439dbb9e5ea2d80491b9ff3252bee850477 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V7\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY total_measure DESC;","notes":"Used the requested grouped numeric sum template with \"Class\" as the grouping column and CAST(\"V7\" AS REAL) because the schema stores feature values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bcb1297da8f749b2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9dda0ff77a788b85d0ab9c23e74841da67d4fc8d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15936, "bytes_utf8": 15936, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17313, "cached_input_tokens": 12032, "output_tokens": 563, "reasoning_output_tokens": 372}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..947aa24b84bbd19bf255e6f34fe8a60994d1eee1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_be23801879dd622f", + "api_calls": 0, + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 563, + "total_tokens": 17876, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16576.23, + "sql_execution_elapsed_ms_total": 169.44, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..796d9561255a6052d0ae74708b93549c70cc25a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:40:44.023687+00:00", + "ended_at": "2026-05-19T15:41:00.599944+00:00", + "elapsed_ms": 16576.23, + "prompt_metrics": { + "chars": 15936, + "bytes_utf8": 15936, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1085, + "bytes_utf8": 1085, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 563, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..275c68d653bc7e68845878332a7a9a1815974ae4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Class, condition_col=Class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Class", + "condition_col": "Class", + "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": 0.406569, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6cdcb5c207b43cfacf45361ee400712fd776dee1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e5-8582-75d2-be4c-ca7a4cb91a7d"} +{"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 \\\"Class\\\",\\n SUM(CASE WHEN \\\"Class\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Class\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n)\\nSELECT \\\"Class\\\",\\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 with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\" on table \\\"n16\\\". Since the grouped column and condition column are the same, the ratio compares counts of Class='0' to Class='1' within each Class group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17313,"cached_input_tokens":12032,"output_tokens":563,"reasoning_output_tokens":372}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..72f8b6f63c2b28382ee3d5ac83ddd9922c42ea49 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Class\",\n SUM(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n16\"\n GROUP BY \"Class\"\n)\nSELECT \"Class\",\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 with group_col=\"Class\" and condition_col=\"Class\" on table \"n16\". Since the grouped column and condition column are the same, the ratio compares counts of Class='0' to Class='1' within each Class group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be23801879dd622f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f4c52c774817ddd56c5131d20bdccee55571d1b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15069, "bytes_utf8": 15069, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17097, "cached_input_tokens": 12032, "output_tokens": 294, "reasoning_output_tokens": 184}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a7a2930715b3f00c6ea4e45062e097e29b083bd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_be733d4c2a2cbfd8", + "api_calls": 0, + "input_tokens": 17097, + "cached_input_tokens": 12032, + "output_tokens": 294, + "total_tokens": 17391, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8307.45, + "sql_execution_elapsed_ms_total": 151.41, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d4c3478a6b8e1e2457fd5cf2a7ddc96f766c770a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:02:30.547446+00:00", + "ended_at": "2026-05-19T16:02:38.854930+00:00", + "elapsed_ms": 8307.45, + "prompt_metrics": { + "chars": 15069, + "bytes_utf8": 15069, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 723, + "bytes_utf8": 723, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17097, + "cached_input_tokens": 12032, + "output_tokens": 294, + "reasoning_output_tokens": 184 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3eab794245229cba38cd93e5c81e519bb5e064fd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V23.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V23", + "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": -0.073793, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..76a543eabd25e2fb4d61e8686b85748d2d0f9bc7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-751a-7a23-97ab-5819723a3296"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"V23\\\" AS REAL) <= -0.073793 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"n16\\\";\",\"notes\":\"Used the provided Threshold Rarity CDF template with measure_col bound to V23 and measure_threshold fixed at -0.073793. CAST to REAL is applied because the schema snapshot shows V23 stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17097,"cached_input_tokens":12032,"output_tokens":294,"reasoning_output_tokens":184}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..97b184ed546bdc947c04a6b9b2505aa25cc0693b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"V23\" AS REAL) <= -0.073793 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"n16\";","notes":"Used the provided Threshold Rarity CDF template with measure_col bound to V23 and measure_threshold fixed at -0.073793. CAST to REAL is applied because the schema snapshot shows V23 stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_be733d4c2a2cbfd8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bf16d2ec551e87f5/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bf16d2ec551e87f5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..90648673bb3a56c9d392a4896c93cafd5778ea71 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_bf16d2ec551e87f5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-19T15:44:54.463349+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 8516.11, "started_at": "2026-05-19T15:44:45.946464+00:00", "ended_at": "2026-05-19T15:44:54.462599+00:00", "prompt_metrics": {"chars": 15300, "bytes_utf8": 15300, "lines": 466, "estimated_tokens": null}, "response_metrics": {"chars": 453, "bytes_utf8": 453, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17161, "cached_input_tokens": 12032, "output_tokens": 348, "reasoning_output_tokens": 210}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH buckets AS (\\n SELECT \\\"V1\\\",\\n NTILE(10) OVER (ORDER BY CAST(\\\"V1\\\" AS REAL) DESC) AS tail_bucket\\n FROM \\\"n16\\\"\\n)\\nSELECT \\\"V1\\\"\\nFROM buckets\\nWHERE tail_bucket = 1\\nORDER BY CAST(\\\"V1\\\" AS REAL) DESC;\",\"notes\":\"Applied the Quantile Tail Slice template with measure_col bound to \\\"V1\\\" and num_tiles=10. CAST(\\\"V1\\\" AS REAL) is used because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f8137d2cb41b1899932f0f04e43ee5330b37b33d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15307, "bytes_utf8": 15307, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15307, "bytes_utf8": 15307, "lines": 468, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 986, "bytes_utf8": 986, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 16768, "output_tokens": 1960, "reasoning_output_tokens": 1661}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..90d0ae4eaf8a734592fa5a757fcde96cedec1bb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_c080983c92b84fd9", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 16768, + "output_tokens": 1960, + "total_tokens": 19104, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34603.79, + "sql_execution_elapsed_ms_total": 945.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb517da10e490fa853fc6810ce474b533e9ea94f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:52:44.593513+00:00", + "ended_at": "2026-05-19T15:52:47.795500+00:00", + "elapsed_ms": 3201.96, + "returncode": 1, + "prompt_metrics": { + "chars": 15307, + "bytes_utf8": 15307, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d3738955734f3dfd11486e4b42d6fa80940ad16d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:52:48.797756+00:00", + "ended_at": "2026-05-19T15:53:20.199630+00:00", + "elapsed_ms": 31401.83, + "prompt_metrics": { + "chars": 15307, + "bytes_utf8": 15307, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1469, + "bytes_utf8": 1469, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 16768, + "output_tokens": 1960, + "reasoning_output_tokens": 1661 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e39d14f7bb4b3072d2d18f5be64bf93e73df073c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V25.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V25", + "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": 0.172232, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e39d14f7bb4b3072d2d18f5be64bf93e73df073c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V25.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V25", + "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": 0.172232, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..72482b0fa4c0ca3c16bf57fc01f4f4ecc729e92c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f0-844e-7493-b9c3-ecdbafbe7265"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a8eaa1a88f9d3e1be1b14b6d78924de8a471807 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f0-844e-7493-b9c3-ecdbafbe7265"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd4b7ee8df2b07f006bd8974afe0e6c07bbe8242 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f0-94aa-72e2-8a7e-19ad9fe0fde9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V25\\\" AS REAL) AS \\\"measure_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V25\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V25\\\" IS NOT NULL\\n),\\n\\\"target\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n \\\"measure_value\\\",\\n \\\"rn\\\",\\n \\\"cnt\\\",\\n CAST(((\\\"cnt\\\" * 95) + 99) / 100 AS INTEGER) AS \\\"target_rn\\\"\\n FROM \\\"ranked\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\n MIN(\\\"measure_value\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"target\\\"\\nWHERE \\\"rn\\\" >= \\\"target_rn\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite-compatible nearest-rank approximation of the 95th percentile for \\\"V25\\\" within each \\\"Class\\\" group, casting \\\"V25\\\" from TEXT to REAL because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":16768,"output_tokens":1960,"reasoning_output_tokens":1661}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b515407c0431276c4d0fc31326716b09ed125a33 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n SELECT\n \"Class\",\n CAST(\"V25\" AS REAL) AS \"measure_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V25\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V25\" IS NOT NULL\n),\n\"target\" AS (\n SELECT\n \"Class\",\n \"measure_value\",\n \"rn\",\n \"cnt\",\n CAST(((\"cnt\" * 95) + 99) / 100 AS INTEGER) AS \"target_rn\"\n FROM \"ranked\"\n)\nSELECT\n \"Class\",\n MIN(\"measure_value\") AS \"percentile_measure\"\nFROM \"target\"\nWHERE \"rn\" >= \"target_rn\"\nGROUP BY \"Class\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite-compatible nearest-rank approximation of the 95th percentile for \"V25\" within each \"Class\" group, casting \"V25\" from TEXT 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c080983c92b84fd9/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f5f7bf2ba04e34dd847afa91a6890d16c25c80ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15533, "bytes_utf8": 15533, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 631, "bytes_utf8": 631, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17225, "cached_input_tokens": 12032, "output_tokens": 715, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d9d3711272d5db3ef7c7bf09802b866fe2ac59ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_c3d257d8d5e98df1", + "api_calls": 0, + "input_tokens": 17225, + "cached_input_tokens": 12032, + "output_tokens": 715, + "total_tokens": 17940, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15168.49, + "sql_execution_elapsed_ms_total": 1207.91, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1b530b66de02b9ec4ce923804323985934e8614f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:34:42.780572+00:00", + "ended_at": "2026-05-19T15:34:57.949092+00:00", + "elapsed_ms": 15168.49, + "prompt_metrics": { + "chars": 15533, + "bytes_utf8": 15533, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1032, + "bytes_utf8": 1032, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 631, + "bytes_utf8": 631, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17225, + "cached_input_tokens": 12032, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66f5d7db5173ab274c24033deafe42423c4716c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V25.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V25", + "item_col": "V26", + "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": 0.172232, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a72ef2eb028eb6d0dbc8882604a85855a2eeb2b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e0-028d-7623-97a7-4205524f08f5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Class\\\",\\n \\\"V26\\\",\\n SUM(CAST(\\\"V25\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V25\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V25\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nWHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V26\\\" IS NOT NULL\\n AND \\\"V25\\\" IS NOT NULL\\nGROUP BY \\\"Class\\\", \\\"V26\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"V26\\\", and measure_col=\\\"V25\\\". CAST(\\\"V25\\\" AS REAL) is used because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17225,"cached_input_tokens":12032,"output_tokens":715,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..31d989b5601056009dc6464c591e3f4320386b10 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Class\",\n \"V26\",\n SUM(CAST(\"V25\" AS REAL)) AS total_measure,\n SUM(CAST(\"V25\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V25\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nWHERE \"Class\" IS NOT NULL\n AND \"V26\" IS NOT NULL\n AND \"V25\" IS NOT NULL\nGROUP BY \"Class\", \"V26\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"Class\", item_col=\"V26\", and measure_col=\"V25\". CAST(\"V25\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c3d257d8d5e98df1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ba781de16c20b2b92bb0eb94bfd0106cd656385d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15126, "bytes_utf8": 15126, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15126, "bytes_utf8": 15126, "lines": 466, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 319, "bytes_utf8": 319, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17115, "cached_input_tokens": 15744, "output_tokens": 218, "reasoning_output_tokens": 124}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..47c1a8ffa7c2c6d43c78958e9e35fc0d2fee4c27 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_c5842153128d88ed", + "api_calls": 0, + "input_tokens": 17115, + "cached_input_tokens": 15744, + "output_tokens": 218, + "total_tokens": 17333, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10013.48, + "sql_execution_elapsed_ms_total": 152.36, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1a673ff1919644c106c4bd9406f47cf232625280 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:04.095203+00:00", + "ended_at": "2026-05-19T16:03:07.115416+00:00", + "elapsed_ms": 3020.18, + "returncode": 1, + "prompt_metrics": { + "chars": 15126, + "bytes_utf8": 15126, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..35d5caad00fa9252099be4c9ed36cfee775b0fc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:08.117170+00:00", + "ended_at": "2026-05-19T16:03:15.110498+00:00", + "elapsed_ms": 6993.3, + "prompt_metrics": { + "chars": 15126, + "bytes_utf8": 15126, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 684, + "bytes_utf8": 684, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 319, + "bytes_utf8": 319, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17115, + "cached_input_tokens": 15744, + "output_tokens": 218, + "reasoning_output_tokens": 124 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9789a2c00a7dc4c5e0c068c3f9f17b4cfa7f9b54 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 62140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9789a2c00a7dc4c5e0c068c3f9f17b4cfa7f9b54 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 62140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4363a7b8aca85b3f3756a92e9f150e027446249b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-f836-7bc2-8dfe-832bea12df43"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c8ad9fb5879b4c0a7c639a171a4d5f751f8dc7c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-f836-7bc2-8dfe-832bea12df43"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9df169f6cdf170d517dcb731b6da59e383540ccf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-07f3-7b92-94bc-b57cf21b9f2f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n \\\"Class\\\",\\n COUNT(*) AS \\\"support\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"support\\\" ASC, \\\"Class\\\"\\nLIMIT 15;\",\"notes\":\"Applied the provided Low-Support Group Count template with group_col bound to \\\"Class\\\" on the single table \\\"n16\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17115,"cached_input_tokens":15744,"output_tokens":218,"reasoning_output_tokens":124}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..005f738113829303a68dd05f98b2bff1df1d256a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n \"Class\",\n COUNT(*) AS \"support\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"support\" ASC, \"Class\"\nLIMIT 15;","notes":"Applied the provided Low-Support Group Count template with group_col bound to \"Class\" on the single table \"n16\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_c5842153128d88ed/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ae03920b85aaa8146efa5241a53735442728d29 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15936, "bytes_utf8": 15936, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17313, "cached_input_tokens": 12032, "output_tokens": 492, "reasoning_output_tokens": 300}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7627007b3376cde2979c82f83a47f0d96e431c33 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_ceaf9686c1c2498c", + "api_calls": 0, + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 492, + "total_tokens": 17805, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11836.99, + "sql_execution_elapsed_ms_total": 167.59, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..32f8472dc6c5c8caf80987cde38999af6fd3f48d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:39:21.599409+00:00", + "ended_at": "2026-05-19T15:39:33.436433+00:00", + "elapsed_ms": 11836.99, + "prompt_metrics": { + "chars": 15936, + "bytes_utf8": 15936, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1109, + "bytes_utf8": 1109, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17313, + "cached_input_tokens": 12032, + "output_tokens": 492, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..049b817e918c0518fcd68fdeed0aab2d492f93c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Class, condition_col=Class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Class", + "condition_col": "Class", + "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": 0.141649, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9250753628a8061958b592554aaaa510597b88f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e4-4384-78a3-a8ce-1b13a4f296de"} +{"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 \\\"Class\\\",\\n SUM(CASE WHEN \\\"Class\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Class\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n16\\\"\\n GROUP BY \\\"Class\\\"\\n)\\nSELECT \\\"Class\\\",\\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=\\\"Class\\\" and condition_col=\\\"Class\\\" using positive_value='0' and negative_value='1'. Because grouping and conditioning use the same column, one group will have a zero denominator, yielding NULL via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17313,"cached_input_tokens":12032,"output_tokens":492,"reasoning_output_tokens":300}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..86f892f86f0440eb8a04c050ff3442780842b923 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Class\",\n SUM(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Class\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n16\"\n GROUP BY \"Class\"\n)\nSELECT \"Class\",\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=\"Class\" and condition_col=\"Class\" using positive_value='0' and negative_value='1'. Because grouping and conditioning use the same column, one group will have a zero denominator, yielding NULL via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ceaf9686c1c2498c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4bb680b1d01aa86a05b1edccb93955bca6a56ac5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15305, "bytes_utf8": 15305, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1011, "bytes_utf8": 1011, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 12032, "output_tokens": 1360, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d9403e668303200769b7516720ce04ccf79a5fe7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_d095c1a249cf7e7a", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 12032, + "output_tokens": 1360, + "total_tokens": 18504, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22262.31, + "sql_execution_elapsed_ms_total": 974.02, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bde52ca97a368ef7f67a5937e7de5a5e843b631e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:54:54.673998+00:00", + "ended_at": "2026-05-19T15:55:16.936336+00:00", + "elapsed_ms": 22262.31, + "prompt_metrics": { + "chars": 15305, + "bytes_utf8": 15305, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1495, + "bytes_utf8": 1495, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1011, + "bytes_utf8": 1011, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 12032, + "output_tokens": 1360, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..81a6ab6a40623eaf9c3c6dc99315c2689719381f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V28.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V28", + "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": 0.097072, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d23b8d438ac8a07f71174b50fd9b2db721d9fe7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f2-80a1-7400-91f8-711ea142b68c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V28\\\" AS REAL) AS \\\"v28_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V28\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V28\\\" IS NOT NULL\\n),\\n\\\"target\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n \\\"v28_value\\\",\\n \\\"rn\\\",\\n CASE\\n WHEN CAST(0.95 * \\\"cnt\\\" AS INTEGER) < 0.95 * \\\"cnt\\\" THEN CAST(0.95 * \\\"cnt\\\" AS INTEGER) + 1\\n ELSE CAST(0.95 * \\\"cnt\\\" AS INTEGER)\\n END AS \\\"target_rn\\\"\\n FROM \\\"ranked\\\"\\n)\\nSELECT\\n \\\"Class\\\",\\n \\\"v28_value\\\" AS \\\"percentile_measure\\\"\\nFROM \\\"target\\\"\\nWHERE \\\"rn\\\" = \\\"target_rn\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this query uses a nearest-rank 95th percentile per \\\"Class\\\" via window functions and casts \\\"V28\\\" from TEXT to REAL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":12032,"output_tokens":1360,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc0a3a2d89beb9a8394b37707be12b9e7c66e432 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n SELECT\n \"Class\",\n CAST(\"V28\" AS REAL) AS \"v28_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V28\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V28\" IS NOT NULL\n),\n\"target\" AS (\n SELECT\n \"Class\",\n \"v28_value\",\n \"rn\",\n CASE\n WHEN CAST(0.95 * \"cnt\" AS INTEGER) < 0.95 * \"cnt\" THEN CAST(0.95 * \"cnt\" AS INTEGER) + 1\n ELSE CAST(0.95 * \"cnt\" AS INTEGER)\n END AS \"target_rn\"\n FROM \"ranked\"\n)\nSELECT\n \"Class\",\n \"v28_value\" AS \"percentile_measure\"\nFROM \"target\"\nWHERE \"rn\" = \"target_rn\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this query uses a nearest-rank 95th percentile per \"Class\" via window functions and casts \"V28\" from TEXT to REAL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d095c1a249cf7e7a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..faf0e6d63db522404a26996fc126da98fc6c4e58 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15127, "bytes_utf8": 15127, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 327, "bytes_utf8": 327, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 609, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..525b13cf0999782962a0f46be6987c6f43be4c9f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_d322ac58e8959006", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 609, + "total_tokens": 17715, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14541.67, + "sql_execution_elapsed_ms_total": 220.99, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f4c5d7ec8af04bfd426dc8484eb4854fd1338ff3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:31:38.321642+00:00", + "ended_at": "2026-05-19T15:31:52.863353+00:00", + "elapsed_ms": 14541.67, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 681, + "bytes_utf8": 681, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 327, + "bytes_utf8": 327, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 609, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5319fec4d23773238520dab358d809e09179a47 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V7.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V7", + "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": -0.029123, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2763b7212b788edead9c780e4a2ec1ae85891df7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40dd-31d2-7fb0-b1ce-97f79b7de8df"} +{"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(\\\"V7\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the required Grouped Numeric Sum template with \\\"Class\\\" as the grouping column and casts text-stored \\\"V7\\\" to REAL before summing in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":609,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9fc29e1ddb8cf43d31b8c48a84f6784e52bdbb9e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V7\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY total_measure DESC;","notes":"Uses the required Grouped Numeric Sum template with \"Class\" as the grouping column and casts text-stored \"V7\" to REAL before summing in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d322ac58e8959006/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..497c21a3883b0318385dabf3e48afa7a27f9875c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15207, "bytes_utf8": 15207, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17116, "cached_input_tokens": 12032, "output_tokens": 568, "reasoning_output_tokens": 465}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7e3626ad156e73b62495a052f8b7bb6a09a554c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_d40817f96fcff3b0", + "api_calls": 0, + "input_tokens": 17116, + "cached_input_tokens": 12032, + "output_tokens": 568, + "total_tokens": 17684, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19602.37, + "sql_execution_elapsed_ms_total": 641.83, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..06729df9a53d2283a7c0275bd7c6ad40ccf366de --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:43:54.935072+00:00", + "ended_at": "2026-05-19T15:44:14.537472+00:00", + "elapsed_ms": 19602.37, + "prompt_metrics": { + "chars": 15207, + "bytes_utf8": 15207, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1418, + "bytes_utf8": 1418, + "lines": 6, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17116, + "cached_input_tokens": 12032, + "output_tokens": 568, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e6bc27a8cb3c9d5ffa1d9dd5dba092e79f73b31f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V25.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V25", + "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": 0.338835, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..662924bda43abf388e25a0595eacf3edcddfde93 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,6 @@ +{"type":"thread.started","thread_id":"019e40e8-6f42-72b2-93b2-82c62f0010b1"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1996951, Requested 17751. Please try again in 441ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1995390, Requested 17751. Please try again in 394ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Class\\\",\\n AVG(CAST(\\\"V25\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V25\\\". Cast \\\"V25\\\" to REAL because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17116,"cached_input_tokens":12032,"output_tokens":568,"reasoning_output_tokens":465}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..945acc6db96f18ccd2d859e930a6416b2b388389 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Class\",\n AVG(CAST(\"V25\" AS REAL)) OVER (PARTITION BY \"Class\") AS avg_measure\nFROM \"n16\"\nORDER BY avg_measure DESC;","notes":"Used the provided Window Partition Average template with group_col=\"Class\" and measure_col=\"V25\". Cast \"V25\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d40817f96fcff3b0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d34a927eee233233200e17a79c17821e5431dbef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15211, "bytes_utf8": 15211, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 15744, "output_tokens": 439, "reasoning_output_tokens": 316}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e698d7fb610d72ecec8802a4b197d0d4cef2bbaf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_d4e020a527217816", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 439, + "total_tokens": 17556, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13754.27, + "sql_execution_elapsed_ms_total": 648.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..59cf6ecc99ee30e401c5978898fa842434fa437d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:42:35.869604+00:00", + "ended_at": "2026-05-19T15:42:49.623918+00:00", + "elapsed_ms": 13754.27, + "prompt_metrics": { + "chars": 15211, + "bytes_utf8": 15211, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 817, + "bytes_utf8": 817, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 439, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..67d5c7993fc65f125399eb64c5cc63b44e960b61 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V21.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V21", + "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": 0.10287, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..95abac038654c7f15fc24a56411e0512f6791620 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e7-3a66-74e2-aba1-ee5f39a2a6bb"} +{"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 \\\"Class\\\",\\n AVG(CAST(\\\"V21\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n16\\\"\\nWHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V21\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V21\\\". CAST to REAL is applied because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":15744,"output_tokens":439,"reasoning_output_tokens":316}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a154caeb03b5d2e212a4f8e35b21f591e38f946 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Class\",\n AVG(CAST(\"V21\" AS REAL)) OVER (PARTITION BY \"Class\") AS \"avg_measure\"\nFROM \"n16\"\nWHERE \"Class\" IS NOT NULL\n AND \"V21\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested Window Partition Average template with group_col=\"Class\" and measure_col=\"V21\". CAST to REAL is applied because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d4e020a527217816/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..993bf88c5f4958989aa465827799e13a3d9028df --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15530, "bytes_utf8": 15530, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 559, "bytes_utf8": 559, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17220, "cached_input_tokens": 12032, "output_tokens": 678, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..61d3cf9dc1de5195c77f5bcd0ee553acf5da53de --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_d7bd56ba67acde31", + "api_calls": 0, + "input_tokens": 17220, + "cached_input_tokens": 12032, + "output_tokens": 678, + "total_tokens": 17898, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23991.81, + "sql_execution_elapsed_ms_total": 605.21, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..086825d6b19a4e9e79cad76fef01f42959965e8b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:36:46.911577+00:00", + "ended_at": "2026-05-19T15:37:10.903415+00:00", + "elapsed_ms": 23991.81, + "prompt_metrics": { + "chars": 15530, + "bytes_utf8": 15530, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1944, + "bytes_utf8": 1944, + "lines": 7, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 559, + "bytes_utf8": 559, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17220, + "cached_input_tokens": 12032, + "output_tokens": 678, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..266a32dc004e1d67b368ee07260bf3dd4d1c5c78 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=Amount.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "Amount", + "item_col": "Time", + "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": 89.99, + "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}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..324a55d2af5bc22772130480fac10a5882d60982 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,7 @@ +{"type":"thread.started","thread_id":"019e40e1-e751-7110-89d1-7790c9d5d22a"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1986462, Requested 17855. Please try again in 129ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17855. Please try again in 535ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17855. Please try again in 535ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n \\\"Time\\\",\\n SUM(CAST(\\\"Amount\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Amount\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Amount\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"Time\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"Time\\\", and measure_col=\\\"Amount\\\". CAST(\\\"Amount\\\" AS REAL) is used because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17220,"cached_input_tokens":12032,"output_tokens":678,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a73c6dc708e4e9af896adec5a0c16fed2f1e800 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n \"Time\",\n SUM(CAST(\"Amount\" AS REAL)) AS total_measure,\n SUM(CAST(\"Amount\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Amount\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"Time\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"Class\", item_col=\"Time\", and measure_col=\"Amount\". CAST(\"Amount\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_d7bd56ba67acde31/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9bf8c427497524a99874d07d1eccb148bb568e50 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/final_answer.txt @@ -0,0 +1 @@ +{"row_count": null, "preview_rows": [{"V13": "-0.517759694198053", "support": 77, "avg_response": 0.166975019545401}, {"V13": "-0.141238322200309", "support": 77, "avg_response": -0.32666777306077}, {"V13": "-0.621127061421005", "support": 62, "avg_response": 0.089734647817631}, {"V13": "0.0319072703534055", "support": 60, "avg_response": -0.606529308236609}, {"V13": "-0.272918545002545", "support": 53, "avg_response": -0.146974974784838}]} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..af01762c4e3a8742bbfa3d6cd800dba02db9a39e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_c +-- sql_source_dataset_id: n16 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n16_da5f3b26f4c09fcc +-- problem_id: v2p_n16_f3a6abbe688b6481 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "V13", + COUNT(*) AS support, + AVG("V2") AS avg_response +FROM "n16" +GROUP BY "V13" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c6934e52dc0605dc4c66d1f833b035aad511cdb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/query_results.jsonl @@ -0,0 +1 @@ +{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_c\n-- sql_source_dataset_id: n16\n-- family_id: cardinality_structure\n-- canonical_subitem_id: high_cardinality_response_stability\n-- intended_facet_id: target_cardinality_cross_section\n-- variant_semantic_role: focused_target_view\n-- template_id: tpl_cardinality_high_card_response_stability\n-- query_record_id: v2q_n16_da5f3b26f4c09fcc\n-- problem_id: v2p_n16_f3a6abbe688b6481\n-- realization_mode: deterministic\n-- source_kind: deterministic\nSELECT\n \"V13\",\n COUNT(*) AS support,\n AVG(\"V2\") AS avg_response\nFROM \"n16\"\nGROUP BY \"V13\"\nHAVING COUNT(*) >= 5.0\nORDER BY support DESC, avg_response DESC;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_c\\n-- sql_source_dataset_id: n16\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: high_cardinality_response_stability\\n-- intended_facet_id: target_cardinality_cross_section\\n-- variant_semantic_role: focused_target_view\\n-- template_id: tpl_cardinality_high_card_response_stability\\n-- query_record_id: v2q_n16_da5f3b26f4c09fcc\\n-- problem_id: v2p_n16_f3a6abbe688b6481\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nSELECT\\n \\\"V13\\\",\\n COUNT(*) AS support,\\n AVG(\\\"V2\\\") AS avg_response\\nFROM \\\"n16\\\"\\nGROUP BY \\\"V13\\\"\\nHAVING COUNT(*) >= 5.0\\nORDER BY support DESC, avg_response DESC;\", \"columns\": [\"V13\", \"support\", \"avg_response\"], \"rows\": [{\"V13\": \"-0.517759694198053\", \"support\": 77, \"avg_response\": 0.166975019545401}, {\"V13\": \"-0.141238322200309\", \"support\": 77, \"avg_response\": -0.32666777306077}, {\"V13\": \"-0.621127061421005\", \"support\": 62, \"avg_response\": 0.089734647817631}, {\"V13\": \"0.0319072703534055\", \"support\": 60, \"avg_response\": -0.606529308236609}, {\"V13\": \"-0.272918545002545\", \"support\": 53, \"avg_response\": -0.146974974784838}, {\"V13\": \"-0.531418651671348\", \"support\": 48, \"avg_response\": 0.39305057772255}, {\"V13\": \"-0.143469154599387\", \"support\": 45, \"avg_response\": 0.389198249184276}, {\"V13\": \"-0.378095384528423\", \"support\": 40, \"avg_response\": 1.03666300867632}, {\"V13\": \"-0.127614195812312\", \"support\": 39, \"avg_response\": 0.331464026372479}, {\"V13\": \"-0.238457031495562\", \"support\": 36, \"avg_response\": 0.44747360617094895}, {\"V13\": \"0.04128482958256\", \"support\": 36, \"avg_response\": -0.0335770857321864}, {\"V13\": \"-0.366429805860095\", \"support\": 35, \"avg_response\": -0.207739554465833}, {\"V13\": \"-0.212360905464962\", \"support\": 30, \"avg_response\": -0.36748947128857296}, {\"V13\": \"0.16604677391442\", \"support\": 28, \"avg_response\": 0.0338961928217827}, {\"V13\": \"0.0114597895061909\", \"support\": 27, \"avg_response\": 0.0750277698378955}, {\"V13\": \"-0.0508931431126743\", \"support\": 27, \"avg_response\": -0.715028930352972}, {\"V13\": \"0.498296493743138\", \"support\": 26, \"avg_response\": -1.19767766848277}, {\"V13\": \"-0.224137907797123\", \"support\": 25, \"avg_response\": 0.00852708595250922}, {\"V13\": \"-1.32432601827821\", \"support\": 25, \"avg_response\": -0.6999019074539639}, {\"V13\": \"0.663505807827049\", \"support\": 24, \"avg_response\": 1.26562134412589}, {\"V13\": \"0.771151506062043\", \"support\": 24, \"avg_response\": 0.185411102837171}, {\"V13\": \"-0.698884651793789\", \"support\": 24, \"avg_response\": -0.0238380320498412}, {\"V13\": \"1.67365608644553\", \"support\": 23, \"avg_response\": -0.528597383099064}, {\"V13\": \"0.499187926843116\", \"support\": 23, \"avg_response\": -1.21363929779382}, {\"V13\": \"-0.118735702614523\", \"support\": 21, \"avg_response\": 0.45796917307186796}, {\"V13\": \"-0.29470776832437\", \"support\": 21, \"avg_response\": 0.273057863689555}, {\"V13\": \"-0.0249322679977842\", \"support\": 21, \"avg_response\": -0.3001115202089}, {\"V13\": \"0.00165541825314126\", \"support\": 21, \"avg_response\": -0.434462506349544}, {\"V13\": \"-0.212555237880757\", \"support\": 20, \"avg_response\": -0.364009836098765}, {\"V13\": \"-0.334758399163931\", \"support\": 19, \"avg_response\": 1.02396629681794}, {\"V13\": \"2.15135756928188\", \"support\": 19, \"avg_response\": 0.368032146472979}, {\"V13\": \"-1.82907334375119\", \"support\": 19, \"avg_response\": -0.0704770454250889}, {\"V13\": \"-0.690813154605078\", \"support\": 19, \"avg_response\": -0.578153800264786}, {\"V13\": \"0.358026217991407\", \"support\": 19, \"avg_response\": -0.95826864471181}, {\"V13\": \"-0.256168352585776\", \"support\": 18, \"avg_response\": 1.58594853937935}, {\"V13\": \"-0.256274384692611\", \"support\": 18, \"avg_response\": 1.57400944738746}, {\"V13\": \"-0.27311287741834\", \"support\": 18, \"avg_response\": -0.14349533959503}, {\"V13\": \"-1.44154545559852\", \"support\": 17, \"avg_response\": -0.760750671584561}, {\"V13\": \"-0.653815730311692\", \"support\": 16, \"avg_response\": 1.18752836835104}, {\"V13\": \"-0.489108507189154\", \"support\": 16, \"avg_response\": 0.261263985468032}, {\"V13\": \"-0.868662900203134\", \"support\": 16, \"avg_response\": 0.0728424420946562}, {\"V13\": \"0.0410904971667649\", \"support\": 16, \"avg_response\": -0.0300974505423782}, {\"V13\": \"-1.82907156088499\", \"support\": 16, \"avg_response\": -0.070508968683711}, {\"V13\": \"-0.0986829800838953\", \"support\": 16, \"avg_response\": -0.0738024376904158}, {\"V13\": \"-0.835273813217105\", \"support\": 16, \"avg_response\": -0.120998429847438}, {\"V13\": \"0.314548344604858\", \"support\": 16, \"avg_response\": -1.60283060410569}, {\"V13\": \"-1.77559821941213\", \"support\": 15, \"avg_response\": 0.271086542604009}, {\"V13\": \"-0.452565455850459\", \"support\": 15, \"avg_response\": 0.135141309723359}, {\"V13\": \"-1.54458807175676\", \"support\": 15, \"avg_response\": -0.00500151929223129}, {\"V13\": \"-0.249682239980463\", \"support\": 15, \"avg_response\": -0.0152309644584859}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 348.82}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7476a2d81e234c32de0da87b699c4859cc930d89 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/run_manifest.json @@ -0,0 +1,60 @@ +{ + "run_id": "v2_cli_20260502_081223_c", + "dataset_id": "n16", + "started_at": "2026-05-19T16:07:40.244937+00:00", + "ended_at": "2026-05-19T16:07:40.597120+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n16_da5f3b26f4c09fcc", + "problem_id": "v2p_n16_f3a6abbe688b6481", + "dataset_id": "n16", + "template_id": "tpl_cardinality_high_card_response_stability", + "template_name": "High-Cardinality Response Stability", + "family_id": "cardinality_structure", + "canonical_subitem_id": "high_cardinality_response_stability", + "intended_facet_id": "target_cardinality_cross_section", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "template_fixed", + "source_kind": "deterministic", + "realization_mode": "deterministic", + "gate_priority": "deterministic", + "extended_family": true, + "question": "Use template High-Cardinality Response Stability to probe high_cardinality_response_stability with semantic role focused_target_view. Focus on measure_col=V2, key_col=V13.", + "bindings": { + "key_col": "V13", + "measure_col": "V2", + "min_support": 5 + }, + "binding_roles": [ + "key_col", + "target_col" + ], + "coverage_target_min": "enumerate_all_applicable", + "runtime_sql_skeleton": "SELECT\n {key_col},\n COUNT(*) AS support,\n AVG({measure_col}) AS avg_response\nFROM {table}\nGROUP BY {key_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY support DESC, avg_response DESC;", + "notes": [ + "default_facets=target_cardinality_cross_section", + "template_selection_mode=deterministic", + "problem_index_within_template=9", + "sql_variant_index=1/1" + ], + "template_selection_mode": "deterministic", + "selected_template_rank": 0, + "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": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/sql/v2q_n16_da5f3b26f4c09fcc.sql", + "usage_summary": { + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_da5f3b26f4c09fcc/usage_summary.json @@ -0,0 +1,9 @@ +{ + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..65772fb975767445d4eca4720a85b040544b859d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:54:47.624548+00:00", + "ended_at": "2026-05-19T15:54:50.793174+00:00", + "elapsed_ms": 3168.59, + "returncode": 1, + "prompt_metrics": { + "chars": 15308, + "bytes_utf8": 15308, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9573890065b674de24f3fed0ab6965bc80d9e671 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:54:51.795958+00:00", + "ended_at": "2026-05-19T15:54:54.617554+00:00", + "elapsed_ms": 2821.53, + "returncode": 1, + "prompt_metrics": { + "chars": 15308, + "bytes_utf8": 15308, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a448600eb3b692aeba39e458f087d54b9ff5e6a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V27.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V27", + "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": -0.007874, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a448600eb3b692aeba39e458f087d54b9ff5e6a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Class, measure_col=V27.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V27", + "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": -0.007874, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a50cc65f1915a0963db1908d3bd28d354be17500 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f2-64d3-7980-862a-a61513b04748"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..acf910d3e60e9272cfd1e91d16be229273b2895d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f2-64d3-7980-862a-a61513b04748"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..249b4dbac7ea9235bb92efb59c6470a92e920caf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f2-7529-7f73-9275-9cf100774a8a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b6096e804f6e2af37b986a8e05315f5c4efab4f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f2-7529-7f73-9275-9cf100774a8a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_de467946d83fef14/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7c43515a13b18bdf17ee2c1a6b1a81d4fbfd9e83 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15068, "bytes_utf8": 15068, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 345, "bytes_utf8": 345, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17097, "cached_input_tokens": 12032, "output_tokens": 276, "reasoning_output_tokens": 172}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8b8d7f09c6c24903510b7982d97e51a05ead51c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_ded1ecbb93975056", + "api_calls": 0, + "input_tokens": 17097, + "cached_input_tokens": 12032, + "output_tokens": 276, + "total_tokens": 17373, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7839.23, + "sql_execution_elapsed_ms_total": 159.49, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e0690aad46f5815b37e7f6086a0219df1cdf4b44 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:02:46.913322+00:00", + "ended_at": "2026-05-19T16:02:54.752585+00:00", + "elapsed_ms": 7839.23, + "prompt_metrics": { + "chars": 15068, + "bytes_utf8": 15068, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 685, + "bytes_utf8": 685, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 345, + "bytes_utf8": 345, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17097, + "cached_input_tokens": 12032, + "output_tokens": 276, + "reasoning_output_tokens": 172 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..229e0a9705fdf8822a9053f59b6fea492de97166 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V25.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V25", + "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": 0.338835, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0801c63ffe9c019733a1f008e48dd2062e1e121f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-b52c-75c1-965e-89321e9d9ad9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf.\\nSELECT AVG(CASE WHEN CAST(\\\"V25\\\" AS REAL) <= 0.338835 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"n16\\\";\",\"notes\":\"Uses the Threshold Rarity CDF template with measure_col bound to V25 and threshold 0.338835. CAST to REAL is included because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17097,"cached_input_tokens":12032,"output_tokens":276,"reasoning_output_tokens":172}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e6d06970b72092fa47a8c6994dcec1feee1162b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_threshold_rarity_cdf.\nSELECT AVG(CASE WHEN CAST(\"V25\" AS REAL) <= 0.338835 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"n16\";","notes":"Uses the Threshold Rarity CDF template with measure_col bound to V25 and threshold 0.338835. CAST to REAL is included because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ded1ecbb93975056/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e409321b0b6e381115f466bf8f2c13b6ae5d5bdc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15213, "bytes_utf8": 15213, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 15744, "output_tokens": 253, "reasoning_output_tokens": 147}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d3194401b53fefadcc32e0354bbafe5abde80364 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_df5e48e22c0a21be", + "api_calls": 0, + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 253, + "total_tokens": 17370, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7631.46, + "sql_execution_elapsed_ms_total": 649.14, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..62775decfd6508fffdae5c7856727f01b5f634f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:43:22.072851+00:00", + "ended_at": "2026-05-19T15:43:29.704346+00:00", + "elapsed_ms": 7631.46, + "prompt_metrics": { + "chars": 15213, + "bytes_utf8": 15213, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 755, + "bytes_utf8": 755, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17117, + "cached_input_tokens": 15744, + "output_tokens": 253, + "reasoning_output_tokens": 147 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b97abb66c501ad4a1de998b01930f7d69f50159e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V23.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V23", + "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": -0.098893, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b712341ee55128e578ee2d86ea3e984a2c8d0ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e7-eedd-7241-8177-d2d5e297fc46"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Class\\\",\\n AVG(CAST(\\\"V23\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n16\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the required Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V23\\\". Cast \\\"V23\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":15744,"output_tokens":253,"reasoning_output_tokens":147}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..01c43a1ac1da2f7e1c98fc3caabbffb6b8e2c066 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Class\",\n AVG(CAST(\"V23\" AS REAL)) OVER (PARTITION BY \"Class\") AS \"avg_measure\"\nFROM \"n16\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the required Window Partition Average template with group_col=\"Class\" and measure_col=\"V23\". Cast \"V23\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_df5e48e22c0a21be/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1d4f9bcc4230d81a8f3bef7d1dd9b6df92dbc1d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15295, "bytes_utf8": 15295, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17150, "cached_input_tokens": 15744, "output_tokens": 321, "reasoning_output_tokens": 198}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..03b7301bedb1159a4a67a8f49d58a0639dc0146d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_e0396d4b5ae2f8e4", + "api_calls": 0, + "input_tokens": 17150, + "cached_input_tokens": 15744, + "output_tokens": 321, + "total_tokens": 17471, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9238.98, + "sql_execution_elapsed_ms_total": 238.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5ced894849c0fa8f805fed9a00193c74bd4fa6c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:06.800176+00:00", + "ended_at": "2026-05-19T16:06:16.039187+00:00", + "elapsed_ms": 9238.98, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 789, + "bytes_utf8": 789, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17150, + "cached_input_tokens": 15744, + "output_tokens": 321, + "reasoning_output_tokens": 198 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..170ba3cf9c8c1dd58d8e5d9646e89137d2f9a563 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V15.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V15", + "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": 0.779477, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..391f35210aba76a71db7b0ee7bd4a84f6ae84f76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-c1e7-7eb1-a4ff-3aa61e09131b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_thresholded_group_ranking\\nSELECT \\\"Class\\\", SUM(CAST(\\\"V15\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nHAVING SUM(CAST(\\\"V15\\\" AS REAL)) > 0.779477\\nORDER BY total_measure DESC\\nLIMIT 10;\",\"notes\":\"Applied the provided Thresholded Group Ranking template with group_col=\\\"Class\\\" and measure_col=\\\"V15\\\". Cast \\\"V15\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17150,"cached_input_tokens":15744,"output_tokens":321,"reasoning_output_tokens":198}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..735385a6c9c320e945f0d067611a41db50108e3b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_thresholded_group_ranking\nSELECT \"Class\", SUM(CAST(\"V15\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nHAVING SUM(CAST(\"V15\" AS REAL)) > 0.779477\nORDER BY total_measure DESC\nLIMIT 10;","notes":"Applied the provided Thresholded Group Ranking template with group_col=\"Class\" and measure_col=\"V15\". Cast \"V15\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0396d4b5ae2f8e4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..653a5be0c052501390821a22a675224f006cde74 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15683, "bytes_utf8": 15683, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17244, "cached_input_tokens": 15744, "output_tokens": 727, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5aee25992cb9adbd309cf8726e70baa4ac185147 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_e0ff867d42b3220e", + "api_calls": 0, + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 727, + "total_tokens": 17971, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13878.3, + "sql_execution_elapsed_ms_total": 241.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f9f7b4b5daa1cba5c96af783101c10ad90aa1f07 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:48:47.727391+00:00", + "ended_at": "2026-05-19T15:49:01.605725+00:00", + "elapsed_ms": 13878.3, + "prompt_metrics": { + "chars": 15683, + "bytes_utf8": 15683, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1160, + "bytes_utf8": 1160, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17244, + "cached_input_tokens": 15744, + "output_tokens": 727, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab7841cfb3ddeeda8c858c32cf99d96b7e21fb0b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Class, measure_col=V16.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Class", + "measure_col": "V16", + "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": 0.683926, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..46582d7b7539f08e7fbb25c8cc20c16f539b3ed9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ec-e6e8-7cd2-8b80-24cc35c7fc06"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Class\\\", SUM(CAST(\\\"V16\\\" AS REAL)) AS \\\"group_value\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL AND \\\"V16\\\" IS NOT NULL\\n GROUP BY \\\"Class\\\"\\n), \\\"total\\\" AS (\\n SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n FROM \\\"grouped\\\"\\n)\\nSELECT g.\\\"Class\\\", g.\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS g\\nCROSS JOIN \\\"total\\\" AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.05\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Used the requested Relative-to-Total Extreme Threshold template with \\\"Class\\\" as group_col and SUM(CAST(\\\"V16\\\" AS REAL)) as measure_col, casting because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17244,"cached_input_tokens":15744,"output_tokens":727,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab38462481c8c0260fd05a642f2434e6f3201055 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH \"grouped\" AS (\n SELECT \"Class\", SUM(CAST(\"V16\" AS REAL)) AS \"group_value\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL AND \"V16\" IS NOT NULL\n GROUP BY \"Class\"\n), \"total\" AS (\n SELECT SUM(\"group_value\") AS \"total_value\"\n FROM \"grouped\"\n)\nSELECT g.\"Class\", g.\"group_value\"\nFROM \"grouped\" AS g\nCROSS JOIN \"total\" AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.05\nORDER BY g.\"group_value\" DESC;","notes":"Used the requested Relative-to-Total Extreme Threshold template with \"Class\" as group_col and SUM(CAST(\"V16\" AS REAL)) as measure_col, casting because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e0ff867d42b3220e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87aaa05a75c842f3adf3f97bf1c07df5ba05f409 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15124, "bytes_utf8": 15124, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 259, "reasoning_output_tokens": 156}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ddf30a6abba48f9aac4be3485fdbcf7fbfd8bd5a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_e2c8fd7aa323152f", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 259, + "total_tokens": 17365, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8397.34, + "sql_execution_elapsed_ms_total": 211.95, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0664f1918003806953313775d41fc07bb1a687d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:28:56.932226+00:00", + "ended_at": "2026-05-19T15:29:05.329595+00:00", + "elapsed_ms": 8397.34, + "prompt_metrics": { + "chars": 15124, + "bytes_utf8": 15124, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 726, + "bytes_utf8": 726, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 259, + "reasoning_output_tokens": 156 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..798ca765c0246535b9de0833417b046c20c70f7d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V2.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V2", + "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": 0.178602, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..aacebc72dbc144b95845187d66a8804793aa02b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40da-bb7f-7e50-ad2a-5b09ceb5cff7"} +{"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(\\\"V2\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the planned Grouped Numeric Sum template with group_col=\\\"Class\\\" and measure_col=\\\"V2\\\". Cast \\\"V2\\\" to REAL because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":259,"reasoning_output_tokens":156}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9da4d2ed4136523bb29f2cbe78b1e092b6338aac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V2\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"total_measure\" DESC;","notes":"Used the planned Grouped Numeric Sum template with group_col=\"Class\" and measure_col=\"V2\". Cast \"V2\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e2c8fd7aa323152f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e9f1c87a08541dad4f7bd75bd4c135b711cde343 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15304, "bytes_utf8": 15304, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17159, "cached_input_tokens": 12032, "output_tokens": 422, "reasoning_output_tokens": 285}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..40eec9a64e917b6b41efe8ed32386b6d2552bb00 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:44:24.709597+00:00", + "ended_at": "2026-05-19T15:44:45.430070+00:00", + "elapsed_ms": 20720.45, + "prompt_metrics": { + "chars": 15304, + "bytes_utf8": 15304, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1860, + "bytes_utf8": 1860, + "lines": 7, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 500, + "bytes_utf8": 500, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17159, + "cached_input_tokens": 12032, + "output_tokens": 422, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..053106ba4f2dfd453dae07ea412298b824af8aa8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e3b74054f16677ea/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH buckets AS (\n SELECT \"Time\",\n NTILE(10) OVER (ORDER BY CAST(\"Time\" AS REAL) DESC) AS tail_bucket\n FROM \"n16\"\n)\nSELECT \"Time\"\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY CAST(\"Time\" AS REAL) DESC;","notes":"Used the requested Quantile Tail Slice template with measure_col bound to \"Time\". CAST(\"Time\" AS REAL) is applied because the SQLite schema stores it as TEXT, but the field is semantically numeric."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b8fd8670ef8846e377024d6284af3c79e14d3652 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:16.339398+00:00", + "ended_at": "2026-05-19T16:06:19.293781+00:00", + "elapsed_ms": 2954.35, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..03b0ebf909452cb7282126c9262a081ec2b8b1d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:20.296916+00:00", + "ended_at": "2026-05-19T16:06:23.364607+00:00", + "elapsed_ms": 3067.65, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..717a64a904763a2144bff686802c8bd38d6b8ba5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V15.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V15", + "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": 0.654391, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..717a64a904763a2144bff686802c8bd38d6b8ba5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V15.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V15", + "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": 0.654391, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9001394cb123ab51d35b8f6e928903cc09238b76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-e71e-76d0-a573-eec83cf40c32"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce97a26f9b71d5c9e7278fc3eda74fb377b8b593 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-e71e-76d0-a573-eec83cf40c32"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..58823f530e4804e05decd6e75e60401296428920 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-f693-71d1-8c6b-c2864470fac1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e72e40ec87381c943e8d577dde2c15b4a1c3acbb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-f693-71d1-8c6b-c2864470fac1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e5a5cb764d2f41a9/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4ad9795e8b29435a27900e2236a033d0aedd3873 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15295, "bytes_utf8": 15295, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15295, "bytes_utf8": 15295, "lines": 468, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 435, "bytes_utf8": 435, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17150, "cached_input_tokens": 12032, "output_tokens": 318, "reasoning_output_tokens": 196}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8033d2b130f6ffb47259866ebcb01ba2f2bc12a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_e7215ef6521091d8", + "api_calls": 0, + "input_tokens": 17150, + "cached_input_tokens": 12032, + "output_tokens": 318, + "total_tokens": 17468, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12169.05, + "sql_execution_elapsed_ms_total": 222.65, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..34595b506fc0210ec3c20bcaa0206f06e999235c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:24.004565+00:00", + "ended_at": "2026-05-19T16:07:27.279034+00:00", + "elapsed_ms": 3274.44, + "returncode": 1, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e3141088b7a86b329ccea017fd84f82344d430db --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:28.280952+00:00", + "ended_at": "2026-05-19T16:07:37.175597+00:00", + "elapsed_ms": 8894.61, + "prompt_metrics": { + "chars": 15295, + "bytes_utf8": 15295, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 795, + "bytes_utf8": 795, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17150, + "cached_input_tokens": 12032, + "output_tokens": 318, + "reasoning_output_tokens": 196 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..59405916eeadae2d7d7df9a0274b11721e3a0b7e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.270459, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..59405916eeadae2d7d7df9a0274b11721e3a0b7e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V19.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V19", + "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": 0.270459, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..04b05728a543241d36085050c701e952dd9daf10 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-ef67-7872-96d1-d802cb85dab3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98e35e1bcc1b9606629a721d2f6de7501cd40595 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-ef67-7872-96d1-d802cb85dab3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..419b23f36c7f7971d753e91e69c38e01011a28ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-0015-7682-9918-5ec676176ad3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_thresholded_group_ranking\\nSELECT \\\"Class\\\", SUM(CAST(\\\"V19\\\" AS REAL)) AS total_measure\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nHAVING SUM(CAST(\\\"V19\\\" AS REAL)) > 0.270459\\nORDER BY total_measure DESC\\nLIMIT 19;\",\"notes\":\"Applied the provided Thresholded Group Ranking template with group_col=\\\"Class\\\" and measure_col=\\\"V19\\\". CAST to REAL is used because the SQLite schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17150,"cached_input_tokens":12032,"output_tokens":318,"reasoning_output_tokens":196}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..88ca8c55dff356645d21ac7e87fb229a53ee1be0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpch_thresholded_group_ranking\nSELECT \"Class\", SUM(CAST(\"V19\" AS REAL)) AS total_measure\nFROM \"n16\"\nGROUP BY \"Class\"\nHAVING SUM(CAST(\"V19\" AS REAL)) > 0.270459\nORDER BY total_measure DESC\nLIMIT 19;","notes":"Applied the provided Thresholded Group Ranking template with group_col=\"Class\" and measure_col=\"V19\". CAST to REAL is used because the SQLite schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7215ef6521091d8/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c7f2dc749fe893dc66d4bdec3b60d0832bc6e28 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15539, "bytes_utf8": 15539, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17222, "cached_input_tokens": 12032, "output_tokens": 703, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..848df8ad644aa2cb8bc0e794aedc17e6bdcf2a30 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_e7768138cd5f4425", + "api_calls": 0, + "input_tokens": 17222, + "cached_input_tokens": 12032, + "output_tokens": 703, + "total_tokens": 17925, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13978.8, + "sql_execution_elapsed_ms_total": 617.54, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36f02002a512f81d40219977ab14de839cc38ab2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:37:11.565811+00:00", + "ended_at": "2026-05-19T15:37:25.544640+00:00", + "elapsed_ms": 13978.8, + "prompt_metrics": { + "chars": 15539, + "bytes_utf8": 15539, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1045, + "bytes_utf8": 1045, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17222, + "cached_input_tokens": 12032, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..36e8ffa776c7029b583812c175087dc17a267040 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=Amount.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "Amount", + "item_col": "Time", + "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": 63.7964, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e669ea8e9c0eb4d35c8a420c72d961832961d53f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e2-4792-7510-97f8-031c419e6f86"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n CAST(\\\"Time\\\" AS REAL) AS \\\"Time\\\",\\n SUM(CAST(\\\"Amount\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Amount\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Amount\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n16\\\"\\nGROUP BY\\n \\\"Class\\\",\\n CAST(\\\"Time\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"Time\\\", and measure_col=\\\"Amount\\\". CAST() is applied to \\\"Time\\\" and \\\"Amount\\\" because the SQLite schema stores them as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17222,"cached_input_tokens":12032,"output_tokens":703,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..df6d535e9cf892029bb8c5615268496c62f7c925 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n CAST(\"Time\" AS REAL) AS \"Time\",\n SUM(CAST(\"Amount\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Amount\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Amount\" AS REAL))) OVER (PARTITION BY \"Class\") AS \"share_within_group\"\nFROM \"n16\"\nGROUP BY\n \"Class\",\n CAST(\"Time\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Used the provided Within-Group Share of Total template with group_col=\"Class\", item_col=\"Time\", and measure_col=\"Amount\". CAST() is applied to \"Time\" and \"Amount\" because the SQLite schema stores them as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7768138cd5f4425/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7cb3ac186098adb3bc0681c9353bf9dd0e3fa2e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15208, "bytes_utf8": 15208, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17116, "cached_input_tokens": 16768, "output_tokens": 353, "reasoning_output_tokens": 241}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1c98058882dd6746435cd8c4d2cc53b7908abac1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_e7ee73230c5c73ff", + "api_calls": 0, + "input_tokens": 17116, + "cached_input_tokens": 16768, + "output_tokens": 353, + "total_tokens": 17469, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10354.33, + "sql_execution_elapsed_ms_total": 641.64, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..494eae032aaa57a33b16869f7fc2545193bdf2de --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:43:11.018285+00:00", + "ended_at": "2026-05-19T15:43:21.372649+00:00", + "elapsed_ms": 10354.33, + "prompt_metrics": { + "chars": 15208, + "bytes_utf8": 15208, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 774, + "bytes_utf8": 774, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17116, + "cached_input_tokens": 16768, + "output_tokens": 353, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4308339b4018c4d81d84cd42d309bcbc579bb782 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V23.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Class", + "measure_col": "V23", + "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": -0.073793, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f23d4b8484ce3ab98df18f7bb78194771c56488 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e7-c3b0-7731-9daf-12b161018616"} +{"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 \\\"Class\\\",\\n AVG(CAST(\\\"V23\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n16\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V23\\\". CAST(\\\"V23\\\" AS REAL) is applied because the SQLite schema stores this field as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17116,"cached_input_tokens":16768,"output_tokens":353,"reasoning_output_tokens":241}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7f703ee41f7d2d66f95c293d0f1dc268d1c141f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Class\",\n AVG(CAST(\"V23\" AS REAL)) OVER (PARTITION BY \"Class\") AS \"avg_measure\"\nFROM \"n16\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the provided Window Partition Average template with group_col=\"Class\" and measure_col=\"V23\". CAST(\"V23\" AS REAL) is applied because the SQLite schema stores this field as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e7ee73230c5c73ff/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ad139c5b6bebd08df1770f49e4b7dc76357c768f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15304, "bytes_utf8": 15304, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 924, "bytes_utf8": 924, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17144, "cached_input_tokens": 15744, "output_tokens": 1491, "reasoning_output_tokens": 1218}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3aaf42ba7c78e90b5bb4140a3cd40bfe0edb6c7d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_e830d0f960288bcd", + "api_calls": 0, + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 1491, + "total_tokens": 18635, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23599.16, + "sql_execution_elapsed_ms_total": 971.26, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6474f9a7f06699acb5c38025badb1ef62f78d56e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:54:22.995986+00:00", + "ended_at": "2026-05-19T15:54:46.595184+00:00", + "elapsed_ms": 23599.16, + "prompt_metrics": { + "chars": 15304, + "bytes_utf8": 15304, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 1369, + "bytes_utf8": 1369, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 924, + "bytes_utf8": 924, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17144, + "cached_input_tokens": 15744, + "output_tokens": 1491, + "reasoning_output_tokens": 1218 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f1ea3723124976ee82abb1580f8ca0e72e4596e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Class, measure_col=V27.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Class", + "measure_col": "V27", + "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": -0.004081, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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 PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..88cd9cddf5f1b7da655987e97454dc7a67b85b06 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f2-04ad-7b30-950f-ffc8c50cb2d5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n SELECT\\n \\\"Class\\\",\\n CAST(\\\"V27\\\" AS REAL) AS \\\"measure_value\\\",\\n ROW_NUMBER() OVER (\\n PARTITION BY \\\"Class\\\"\\n ORDER BY CAST(\\\"V27\\\" AS REAL)\\n ) AS \\\"rn\\\",\\n COUNT(*) OVER (\\n PARTITION BY \\\"Class\\\"\\n ) AS \\\"cnt\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"Class\\\" IS NOT NULL\\n AND \\\"V27\\\" IS NOT NULL\\n)\\nSELECT\\n \\\"Class\\\",\\n \\\"measure_value\\\" AS \\\"percentile_measure\\\"\\nFROM \\\"ranked\\\"\\nWHERE \\\"rn\\\" = CAST((0.9 * \\\"cnt\\\") AS INTEGER)\\n + CASE\\n WHEN (0.9 * \\\"cnt\\\") > CAST((0.9 * \\\"cnt\\\") AS INTEGER) THEN 1\\n ELSE 0\\n END\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses a nearest-rank 90th percentile per \\\"Class\\\" via window functions. \\\"V27\\\" is CAST to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17144,"cached_input_tokens":15744,"output_tokens":1491,"reasoning_output_tokens":1218}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..09455c3e4c36cf33b816bb6363997f8e3004a105 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n SELECT\n \"Class\",\n CAST(\"V27\" AS REAL) AS \"measure_value\",\n ROW_NUMBER() OVER (\n PARTITION BY \"Class\"\n ORDER BY CAST(\"V27\" AS REAL)\n ) AS \"rn\",\n COUNT(*) OVER (\n PARTITION BY \"Class\"\n ) AS \"cnt\"\n FROM \"n16\"\n WHERE \"Class\" IS NOT NULL\n AND \"V27\" IS NOT NULL\n)\nSELECT\n \"Class\",\n \"measure_value\" AS \"percentile_measure\"\nFROM \"ranked\"\nWHERE \"rn\" = CAST((0.9 * \"cnt\") AS INTEGER)\n + CASE\n WHEN (0.9 * \"cnt\") > CAST((0.9 * \"cnt\") AS INTEGER) THEN 1\n ELSE 0\n END\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this uses a nearest-rank 90th percentile per \"Class\" via window functions. \"V27\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_e830d0f960288bcd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0aa72dbd4305d81b5bdc50b84ecd8ed3354e08f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15531, "bytes_utf8": 15531, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17225, "cached_input_tokens": 12032, "output_tokens": 922, "reasoning_output_tokens": 745}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b3bca14362100b8d404ef3494d1963041e2e9139 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_ecf58c464a2f9dd6", + "api_calls": 0, + "input_tokens": 17225, + "cached_input_tokens": 12032, + "output_tokens": 922, + "total_tokens": 18147, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18284.99, + "sql_execution_elapsed_ms_total": 1313.61, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..68efcfe51e7cdf745ca311f3b633cb92148e3a4b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:34:59.229698+00:00", + "ended_at": "2026-05-19T15:35:17.514723+00:00", + "elapsed_ms": 18284.99, + "prompt_metrics": { + "chars": 15531, + "bytes_utf8": 15531, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 972, + "bytes_utf8": 972, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17225, + "cached_input_tokens": 12032, + "output_tokens": 922, + "reasoning_output_tokens": 745 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c91a614ce1adf91dc1255a0c4523c5b29415c386 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V26.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V26", + "item_col": "V27", + "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": 0.213188, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..503b769b9cdebe96266896086d05a823a010f065 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e0-42b3-7a90-8e9f-728fef9fc8dc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n CAST(\\\"V27\\\" AS REAL) AS \\\"V27\\\",\\n SUM(CAST(\\\"V26\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"V26\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V26\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", CAST(\\\"V27\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the required template with group_col=\\\"Class\\\", item_col=\\\"V27\\\", and measure_col=\\\"V26\\\". Cast numeric-looking TEXT columns to REAL for SQLite aggregation and grouping.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17225,"cached_input_tokens":12032,"output_tokens":922,"reasoning_output_tokens":745}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c636ab95c79ddec96500b44fd40de6ddcd5ce2a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n CAST(\"V27\" AS REAL) AS \"V27\",\n SUM(CAST(\"V26\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"V26\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V26\" AS REAL))) OVER (PARTITION BY \"Class\") AS \"share_within_group\"\nFROM \"n16\"\nGROUP BY \"Class\", CAST(\"V27\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Used the required template with group_col=\"Class\", item_col=\"V27\", and measure_col=\"V26\". Cast numeric-looking TEXT columns to REAL for SQLite aggregation and grouping."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ecf58c464a2f9dd6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..21a44d2fd9f305434e176731e1c5d89ef1b78a6b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:23.422116+00:00", + "ended_at": "2026-05-19T16:06:26.854285+00:00", + "elapsed_ms": 3432.14, + "returncode": 1, + "prompt_metrics": { + "chars": 15291, + "bytes_utf8": 15291, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1569ac50b5863a3375ed7244045b1c68bc80ca9d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:06:27.856885+00:00", + "ended_at": "2026-05-19T16:06:31.193331+00:00", + "elapsed_ms": 3336.4, + "returncode": 1, + "prompt_metrics": { + "chars": 15291, + "bytes_utf8": 15291, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d11bc0aa2721da238e4ed40c61882a47fe0e8b62 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V16.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V16", + "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": 0.8301, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d11bc0aa2721da238e4ed40c61882a47fe0e8b62 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_thresholded_group_ranking", + "template_name": "Thresholded Group Ranking", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class, measure_col=V16.", + "planned_template_id": "tpl_tpch_thresholded_group_ranking", + "bindings": { + "group_col": "Class", + "measure_col": "V16", + "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": 0.8301, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..04839ec582dd67f53430a6a4835b14fee6476d6a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-02bd-7843-827a-c3ebd22ad952"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ac72628b228b33a31a13b82e489452f7649b285 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-02bd-7843-827a-c3ebd22ad952"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..83894a3078fd16911a468e177cab154b43383d72 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-1426-79d3-a1ee-3286f81460eb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e5de50039e389eea703c6b23180564734a3dd98 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-1426-79d3-a1ee-3286f81460eb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_efaf94fc97179543/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d8dcf32ac33a68f02ede3a0f180d0b57bec37ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15300, "bytes_utf8": 15300, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17161, "cached_input_tokens": 15744, "output_tokens": 590, "reasoning_output_tokens": 431}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c979565baf17be7376e8f4eef8537b2b4aa8a3cd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_f01201da969ba711", + "api_calls": 0, + "input_tokens": 17161, + "cached_input_tokens": 15744, + "output_tokens": 590, + "total_tokens": 17751, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12482.78, + "sql_execution_elapsed_ms_total": 723.77, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e1a30900cd6b059f43ba9eaa13a64720695880cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:46:21.777924+00:00", + "ended_at": "2026-05-19T15:46:34.260754+00:00", + "elapsed_ms": 12482.78, + "prompt_metrics": { + "chars": 15300, + "bytes_utf8": 15300, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 879, + "bytes_utf8": 879, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17161, + "cached_input_tokens": 15744, + "output_tokens": 590, + "reasoning_output_tokens": 431 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..443f5a30fcd136536e150ad3f0086566f64da53f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V7.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "V7", + "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": 0.009852, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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 buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7907f6b8f1ad4799f31840a1d310a42f959b513 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ea-ad41-7a00-95f7-6afe72a66140"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH buckets AS (\\n SELECT CAST(\\\"V7\\\" AS REAL) AS \\\"V7\\\",\\n NTILE(10) OVER (ORDER BY CAST(\\\"V7\\\" AS REAL) DESC) AS tail_bucket\\n FROM \\\"n16\\\"\\n WHERE \\\"V7\\\" IS NOT NULL AND \\\"V7\\\" <> ''\\n)\\nSELECT \\\"V7\\\"\\nFROM buckets\\nWHERE tail_bucket = 1\\nORDER BY \\\"V7\\\" DESC;\",\"notes\":\"Used the planned Quantile Tail Slice template with measure_col=\\\"V7\\\" and num_tiles=10. \\\"V7\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17161,"cached_input_tokens":15744,"output_tokens":590,"reasoning_output_tokens":431}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c566b54ed398688c0d2e6df734869cad347bfefd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH buckets AS (\n SELECT CAST(\"V7\" AS REAL) AS \"V7\",\n NTILE(10) OVER (ORDER BY CAST(\"V7\" AS REAL) DESC) AS tail_bucket\n FROM \"n16\"\n WHERE \"V7\" IS NOT NULL AND \"V7\" <> ''\n)\nSELECT \"V7\"\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY \"V7\" DESC;","notes":"Used the planned Quantile Tail Slice template with measure_col=\"V7\" and num_tiles=10. \"V7\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f01201da969ba711/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b230199ff6708cf787190ec3899a784c02b293fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15047, "bytes_utf8": 15047, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 310, "bytes_utf8": 310, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 12032, "output_tokens": 268, "reasoning_output_tokens": 188}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cdc9b4610caa28145c4eddb07e979ad83c3a4001 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_f07796b4e4281b8f", + "api_calls": 0, + "input_tokens": 17079, + "cached_input_tokens": 12032, + "output_tokens": 268, + "total_tokens": 17347, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30550.07, + "sql_execution_elapsed_ms_total": 141.88, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a79d1d47293c8815586eb9897ed6190ba034afac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:32:15.777162+00:00", + "ended_at": "2026-05-19T15:32:46.327272+00:00", + "elapsed_ms": 30550.07, + "prompt_metrics": { + "chars": 15047, + "bytes_utf8": 15047, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 2329, + "bytes_utf8": 2329, + "lines": 9, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 310, + "bytes_utf8": 310, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17079, + "cached_input_tokens": 12032, + "output_tokens": 268, + "reasoning_output_tokens": 188 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f70026689df906b8126ee0bcc528c8f4e7255de --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Class", + "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": -0.031645, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f0598e23e2d844d359ef0542d6657e7b098fc96 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,9 @@ +{"type":"thread.started","thread_id":"019e40dd-c426-7b82-8ddb-7996c1f75293"} +{"type":"turn.started"} +{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1992670, Requested 17714. Please try again in 311ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1987184, Requested 17714. Please try again in 146ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1990323, Requested 17714. Please try again in 241ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 5/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1992171, Requested 17714. Please try again in 296ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"error","message":"Reconnecting... 1/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17714. Please try again in 531ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"Class\\\" to measure the count distribution of rows across target classes.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17079,"cached_input_tokens":12032,"output_tokens":268,"reasoning_output_tokens":188}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f07796b4e4281b8f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d755044ac3102339dcfb88340167e1fe103d7b0e --- 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b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2bf8be534772adebb03b9c404ca511ff348161c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15529, "bytes_utf8": 15529, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17225, "cached_input_tokens": 15744, "output_tokens": 466, "reasoning_output_tokens": 298}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cd3fc065864938a69e8343cd8d17254b9e63710d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_f2804fcaac78816b", + "api_calls": 0, + "input_tokens": 17225, + "cached_input_tokens": 15744, + "output_tokens": 466, + "total_tokens": 17691, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13000.91, + "sql_execution_elapsed_ms_total": 1166.58, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4109cb9aa08dd38f71b8fbdb7052501b1b968162 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:38:06.338349+00:00", + "ended_at": "2026-05-19T15:38:19.339301+00:00", + "elapsed_ms": 13000.91, + "prompt_metrics": { + "chars": 15529, + "bytes_utf8": 15529, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 936, + "bytes_utf8": 936, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17225, + "cached_input_tokens": 15744, + "output_tokens": 466, + "reasoning_output_tokens": 298 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..04b7e1ae70184df1113a317b338982ad81e4fcd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V1.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V1", + "item_col": "V2", + "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": 0.80862, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..20611fcb7c510d7bc29289ece50e6833f69503ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e3-1d82-70e0-8382-2b020f751330"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Class\\\",\\n \\\"V2\\\",\\n SUM(CAST(\\\"V1\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V1\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V2\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"Class\\\", item_col=\\\"V2\\\", and measure_col=\\\"V1\\\". CAST to REAL is included because the schema stores these numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17225,"cached_input_tokens":15744,"output_tokens":466,"reasoning_output_tokens":298}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4443cabfeae01bb6be547b094c7f541695093bf6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Class\",\n \"V2\",\n SUM(CAST(\"V1\" AS REAL)) AS total_measure,\n SUM(CAST(\"V1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V1\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V2\"\nORDER BY share_within_group DESC;","notes":"Used the provided Within-Group Share of Total template with group_col=\"Class\", item_col=\"V2\", and measure_col=\"V1\". CAST to REAL is included because the schema stores these numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2804fcaac78816b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1a19aa04e2b53cee82a0969ac08b7d6b4db5ae2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15127, "bytes_utf8": 15127, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17115, "cached_input_tokens": 12032, "output_tokens": 351, "reasoning_output_tokens": 259}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c790d681c598caad308baf0f1dc66678c72b4962 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_f2f5c12ceb9fab5c", + "api_calls": 0, + "input_tokens": 17115, + "cached_input_tokens": 12032, + "output_tokens": 351, + "total_tokens": 17466, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9554.76, + "sql_execution_elapsed_ms_total": 150.54, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..664a4a6fb79641d0019aaa220833b0675e807a6a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:03:46.872655+00:00", + "ended_at": "2026-05-19T16:03:56.427448+00:00", + "elapsed_ms": 9554.76, + "prompt_metrics": { + "chars": 15127, + "bytes_utf8": 15127, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 681, + "bytes_utf8": 681, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17115, + "cached_input_tokens": 12032, + "output_tokens": 351, + "reasoning_output_tokens": 259 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5298aca467ef522e61c45d8d4deb4f53f726952 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Class", + "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": 0.178602, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2630b70bf1eedd902a83d4287781f6256a76e6bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fa-9f56-7993-9aa6-70925896a0e1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n \\\"Class\\\",\\n COUNT(*) AS \\\"support\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"support\\\" ASC, \\\"Class\\\"\\nLIMIT 17;\",\"notes\":\"Applied the provided Low-Support Group Count template using \\\"Class\\\" as the grouping column and 17 as the limit.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17115,"cached_input_tokens":12032,"output_tokens":351,"reasoning_output_tokens":259}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..85fe2a02f148c6f6987a5096e379b7e330937cd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n \"Class\",\n COUNT(*) AS \"support\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"support\" ASC, \"Class\"\nLIMIT 17;","notes":"Applied the provided Low-Support Group Count template using \"Class\" as the grouping column and 17 as the limit."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f2f5c12ceb9fab5c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5e2e6cc3b9e519d52794fe7948f41ddfc84a3d20 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15366, "bytes_utf8": 15366, "lines": 471, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17165, "cached_input_tokens": 12032, "output_tokens": 356, "reasoning_output_tokens": 234}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4461caa80799e727fa8ae24228bb8665a7c458ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_f7a4232f4aa66912", + "api_calls": 0, + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 356, + "total_tokens": 17521, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9045.91, + "sql_execution_elapsed_ms_total": 143.65, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b99ed17ab7f42eb5f69c7b8a6a9af6313051a7b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:59:42.673320+00:00", + "ended_at": "2026-05-19T15:59:51.719258+00:00", + "elapsed_ms": 9045.91, + "prompt_metrics": { + "chars": 15366, + "bytes_utf8": 15366, + "lines": 471, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 808, + "bytes_utf8": 808, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17165, + "cached_input_tokens": 12032, + "output_tokens": 356, + "reasoning_output_tokens": 234 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb25869dd6b3f04ecfa6a7620766e3da785cf926 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,471 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Condition Rate to probe direction_consistency 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": "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": 0.009852, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..16274f3c3441898b793c3aa91e80ebc387c8545a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f6-e57e-7ce0-b2d8-40f38a2b7f0c"} +{"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\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"Class\\\" and condition_col=\\\"Class\\\". Since \\\"Class\\\" is stored as TEXT in the schema snapshot, the bound condition value 0 is quoted as '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17165,"cached_input_tokens":12032,"output_tokens":356,"reasoning_output_tokens":234}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..64c0c321c6c3e7bf8c07ac10fe962b223db90e7c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Class\",\n AVG(CASE WHEN \"Class\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"Class\" and condition_col=\"Class\". Since \"Class\" is stored as TEXT in the schema snapshot, the bound condition value 0 is quoted as '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f7a4232f4aa66912/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..21bb260895b447411131485f51fab27e54eabc6f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15300, "bytes_utf8": 15300, "lines": 466, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17161, "cached_input_tokens": 15744, "output_tokens": 524, "reasoning_output_tokens": 348}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ee2c427e5d01494edf28f34431f85505507709f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_f880898ed446ac5d", + "api_calls": 0, + "input_tokens": 17161, + "cached_input_tokens": 15744, + "output_tokens": 524, + "total_tokens": 17685, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20431.32, + "sql_execution_elapsed_ms_total": 684.86, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b488784d8b53602350e194093a2ca4e6cdc36e41 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:45:16.806573+00:00", + "ended_at": "2026-05-19T15:45:37.237928+00:00", + "elapsed_ms": 20431.32, + "prompt_metrics": { + "chars": 15300, + "bytes_utf8": 15300, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 972, + "bytes_utf8": 972, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17161, + "cached_input_tokens": 15744, + "output_tokens": 524, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4a47cbbb640941019fd54240ef5c5bf9ba2d083 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V3.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "V3", + "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": 0.559176, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "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 buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4bd4c1799d45eb5900cd79c4ff28cb502556705 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e9-af0d-7bc0-bd1f-543ddaad3738"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH \\\"buckets\\\" AS (\\n SELECT\\n CAST(\\\"V3\\\" AS REAL) AS \\\"V3\\\",\\n NTILE(10) OVER (ORDER BY CAST(\\\"V3\\\" AS REAL) DESC) AS \\\"tail_bucket\\\"\\n FROM \\\"n16\\\"\\n WHERE \\\"V3\\\" IS NOT NULL\\n)\\nSELECT \\\"V3\\\"\\nFROM \\\"buckets\\\"\\nWHERE \\\"tail_bucket\\\" = 1\\nORDER BY \\\"V3\\\" DESC;\",\"notes\":\"Applied the planned Quantile Tail Slice template with measure_col=\\\"V3\\\" and num_tiles=10. \\\"V3\\\" is cast to REAL because the schema stores it as TEXT, and numeric casting is needed for correct tail bucketing and descending order.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17161,"cached_input_tokens":15744,"output_tokens":524,"reasoning_output_tokens":348}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3377d0663b1f09b840c1727ba5d783bf00d4b570 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH \"buckets\" AS (\n SELECT\n CAST(\"V3\" AS REAL) AS \"V3\",\n NTILE(10) OVER (ORDER BY CAST(\"V3\" AS REAL) DESC) AS \"tail_bucket\"\n FROM \"n16\"\n WHERE \"V3\" IS NOT NULL\n)\nSELECT \"V3\"\nFROM \"buckets\"\nWHERE \"tail_bucket\" = 1\nORDER BY \"V3\" DESC;","notes":"Applied the planned Quantile Tail Slice template with measure_col=\"V3\" and num_tiles=10. \"V3\" is cast to REAL because the schema stores it as TEXT, and numeric casting is needed for correct tail bucketing and descending order."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_f880898ed446ac5d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..481041c55aa7f57d1691ed489c05db70cedbc36d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:01:59.627456+00:00", + "ended_at": "2026-05-19T16:02:02.335026+00:00", + "elapsed_ms": 2707.5, + "returncode": 1, + "prompt_metrics": { + "chars": 15069, + "bytes_utf8": 15069, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9322c0b867e8b97497b8d229fe62f0df39449f66 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:02:03.337669+00:00", + "ended_at": "2026-05-19T16:02:06.854482+00:00", + "elapsed_ms": 3516.77, + "returncode": 1, + "prompt_metrics": { + "chars": 15069, + "bytes_utf8": 15069, + "lines": 466, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bee045580e3f7711c8abeaf7ac38ed8c0cc58647 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V20.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V20", + "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": 0.836355, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bee045580e3f7711c8abeaf7ac38ed8c0cc58647 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,466 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n16", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V20.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "V20", + "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": 0.836355, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e1222d103cf57a7312ce52bc55144117fb60e69 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-fc58-7a72-be35-3cc1f4e82190"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e304d4c8bd5b84d9c4874b781c89442ddb0a2af --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f8-fc58-7a72-be35-3cc1f4e82190"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b9975023587825842da6e85bcfa4b05cb909f39a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-0acc-72c0-9de8-fe4ac69b866a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f70634992801c58ae2915943736be1ec5660b89 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40f9-0acc-72c0-9de8-fe4ac69b866a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fa58ec17efa31205/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..567816ddc5eb585ee7f0cda68da8e235d36cd1ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15525, "bytes_utf8": 15525, "lines": 470, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 551, "bytes_utf8": 551, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17224, "cached_input_tokens": 15744, "output_tokens": 684, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e7abfaf791eed3b07f103870f0c307c779f21e98 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_fadddf794d5946fc", + "api_calls": 0, + "input_tokens": 17224, + "cached_input_tokens": 15744, + "output_tokens": 684, + "total_tokens": 17908, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16580.11, + "sql_execution_elapsed_ms_total": 1053.92, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0af1f510176e3f191461b309aef4e158654c970b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:38:32.200155+00:00", + "ended_at": "2026-05-19T15:38:48.780291+00:00", + "elapsed_ms": 16580.11, + "prompt_metrics": { + "chars": 15525, + "bytes_utf8": 15525, + "lines": 470, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 936, + "bytes_utf8": 936, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17224, + "cached_input_tokens": 15744, + "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_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd3aacf428973f73fb3f66946b37c92e3883445f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,470 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "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=V2.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Class", + "measure_col": "V2", + "item_col": "V3", + "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": 0.165267, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..df217223c9faf0887703c9c60b0e270c1686f933 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40e3-8295-7823-9d10-803f6e3dd805"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Class\\\", \\\"V3\\\",\\n SUM(CAST(\\\"V2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"V2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"V2\\\" AS REAL))) OVER (PARTITION BY \\\"Class\\\") AS share_within_group\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\", \\\"V3\\\"\\nORDER BY share_within_group DESC\\nLIMIT 17;\",\"notes\":\"Applied the provided template with group_col=\\\"Class\\\", item_col=\\\"V3\\\", and measure_col=\\\"V2\\\". CAST(\\\"V2\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17224,"cached_input_tokens":15744,"output_tokens":684,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..588036068d837a378f14023cbfbfb3fe3cc41919 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Class\", \"V3\",\n SUM(CAST(\"V2\" AS REAL)) AS total_measure,\n SUM(CAST(\"V2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"V2\" AS REAL))) OVER (PARTITION BY \"Class\") AS share_within_group\nFROM \"n16\"\nGROUP BY \"Class\", \"V3\"\nORDER BY share_within_group DESC\nLIMIT 17;","notes":"Applied the provided template with group_col=\"Class\", item_col=\"V3\", and measure_col=\"V2\". CAST(\"V2\" 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_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_fadddf794d5946fc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b9044fbc32dbe39c9e11184fae5ff8be96c97da5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15125, "bytes_utf8": 15125, "lines": 468, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_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": null}, "usage": {"input_tokens": 17106, "cached_input_tokens": 12032, "output_tokens": 304, "reasoning_output_tokens": 199}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9cd78211a3ff87dc41e181ca0a65eb27f3d8ba82 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n16", + "model": "v2-cli:codex", + "run_id": "v2q_n16_ff5f63eecc671530", + "api_calls": 0, + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 304, + "total_tokens": 17410, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10364.03, + "sql_execution_elapsed_ms_total": 219.11, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..069c5df5502ea29f0e8720afe7f064b000f5970b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T15:28:46.295864+00:00", + "ended_at": "2026-05-19T15:28:56.659936+00:00", + "elapsed_ms": 10364.03, + "prompt_metrics": { + "chars": 15125, + "bytes_utf8": 15125, + "lines": 468, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 739, + "bytes_utf8": 739, + "lines": 4, + "estimated_tokens": null + }, + "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": null + }, + "usage": { + "input_tokens": 17106, + "cached_input_tokens": 12032, + "output_tokens": 304, + "reasoning_output_tokens": 199 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f5965026c003bdf87d33b54724b7fde33e0ae25 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,468 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n16 +- dataset_name: Creditcardfraud +- table_name: n16 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 30 feature columns and target `Class`. +- task_type: classification +- target_column: Class +- main_row_count: 284807 +- important_fields: +- Time: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Time. +- V1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V1. +- V2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V2. +- V3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V3. +- V4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V4. +- V5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V5. +- V6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V6. +- V7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V7. +- V8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V8. +- V9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V9. +- V10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V10. +- V11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V11. +- V12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V12. +- V13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V13. +- V14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V14. +- V15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V15. +- V16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V16. +- V17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V17. +- V18: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V18. +- V19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V19. +- V20: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V20. +- V21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V21. +- V22: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V22. +- V23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V23. +- V24: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V24. +- V25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V25. +- V26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V26. +- V27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V27. +- V28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for V28. +- Amount: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Amount. +- Class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Class. +- useful_field_combinations: [['Class', 'Time', 'Class'], ['Time', 'V1', 'Class']] +- fields_requiring_caution: ['Class', 'Time', 'V1', 'V2'] +- source_url: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud + +SQLite schema snapshot: +{ + "table_name": "n16", + "quoted_table_name": "\"n16\"", + "row_count": 284807, + "columns": [ + { + "name": "Time", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "V28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Amount", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Class", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Time": "0", + "V1": "-1.3598071336738", + "V2": "-0.0727811733098497", + "V3": "2.53634673796914", + "V4": "1.37815522427443", + "V5": "-0.338320769942518", + "V6": "0.462387777762292", + "V7": "0.239598554061257", + "V8": "0.0986979012610507", + "V9": "0.363786969611213", + "V10": "0.0907941719789316", + "V11": "-0.551599533260813", + "V12": "-0.617800855762348", + "V13": "-0.991389847235408", + "V14": "-0.311169353699879", + "V15": "1.46817697209427", + "V16": "-0.470400525259478", + "V17": "0.207971241929242", + "V18": "0.0257905801985591", + "V19": "0.403992960255733", + "V20": "0.251412098239705", + "V21": "-0.018306777944153", + "V22": "0.277837575558899", + "V23": "-0.110473910188767", + "V24": "0.0669280749146731", + "V25": "0.128539358273528", + "V26": "-0.189114843888824", + "V27": "0.133558376740387", + "V28": "-0.0210530534538215", + "Amount": "149.62", + "Class": "0" + }, + { + "Time": "0", + "V1": "1.19185711131486", + "V2": "0.26615071205963", + "V3": "0.16648011335321", + "V4": "0.448154078460911", + "V5": "0.0600176492822243", + "V6": "-0.0823608088155687", + "V7": "-0.0788029833323113", + "V8": "0.0851016549148104", + "V9": "-0.255425128109186", + "V10": "-0.166974414004614", + "V11": "1.61272666105479", + "V12": "1.06523531137287", + "V13": "0.48909501589608", + "V14": "-0.143772296441519", + "V15": "0.635558093258208", + "V16": "0.463917041022171", + "V17": "-0.114804663102346", + "V18": "-0.183361270123994", + "V19": "-0.145783041325259", + "V20": "-0.0690831352230203", + "V21": "-0.225775248033138", + "V22": "-0.638671952771851", + "V23": "0.101288021253234", + "V24": "-0.339846475529127", + "V25": "0.167170404418143", + "V26": "0.125894532368176", + "V27": "-0.00898309914322813", + "V28": "0.0147241691924927", + "Amount": "2.69", + "Class": "0" + }, + { + "Time": "1", + "V1": "-1.35835406159823", + "V2": "-1.34016307473609", + "V3": "1.77320934263119", + "V4": "0.379779593034328", + "V5": "-0.503198133318193", + "V6": "1.80049938079263", + "V7": "0.791460956450422", + "V8": "0.247675786588991", + "V9": "-1.51465432260583", + "V10": "0.207642865216696", + "V11": "0.624501459424895", + "V12": "0.066083685268831", + "V13": "0.717292731410831", + "V14": "-0.165945922763554", + "V15": "2.34586494901581", + "V16": "-2.89008319444231", + "V17": "1.10996937869599", + "V18": "-0.121359313195888", + "V19": "-2.26185709530414", + "V20": "0.524979725224404", + "V21": "0.247998153469754", + "V22": "0.771679401917229", + "V23": "0.909412262347719", + "V24": "-0.689280956490685", + "V25": "-0.327641833735251", + "V26": "-0.139096571514147", + "V27": "-0.0553527940384261", + "V28": "-0.0597518405929204", + "Amount": "378.66", + "Class": "0" + }, + { + "Time": "1", + "V1": "-0.966271711572087", + "V2": "-0.185226008082898", + "V3": "1.79299333957872", + "V4": "-0.863291275036453", + "V5": "-0.0103088796030823", + "V6": "1.24720316752486", + "V7": "0.23760893977178", + "V8": "0.377435874652262", + "V9": "-1.38702406270197", + "V10": "-0.0549519224713749", + "V11": "-0.226487263835401", + "V12": "0.178228225877303", + "V13": "0.507756869957169", + "V14": "-0.28792374549456", + "V15": "-0.631418117709045", + "V16": "-1.0596472454325", + "V17": "-0.684092786345479", + "V18": "1.96577500349538", + "V19": "-1.2326219700892", + "V20": "-0.208037781160366", + "V21": "-0.108300452035545", + "V22": "0.00527359678253453", + "V23": "-0.190320518742841", + "V24": "-1.17557533186321", + "V25": "0.647376034602038", + "V26": "-0.221928844458407", + "V27": "0.0627228487293033", + "V28": "0.0614576285006353", + "Amount": "123.5", + "Class": "0" + }, + { + "Time": "2", + "V1": "-1.15823309349523", + "V2": "0.877736754848451", + "V3": "1.548717846511", + "V4": "0.403033933955121", + "V5": "-0.407193377311653", + "V6": "0.0959214624684256", + "V7": "0.592940745385545", + "V8": "-0.270532677192282", + "V9": "0.817739308235294", + "V10": "0.753074431976354", + "V11": "-0.822842877946363", + "V12": "0.53819555014995", + "V13": "1.3458515932154", + "V14": "-1.11966983471731", + "V15": "0.175121130008994", + "V16": "-0.451449182813529", + "V17": "-0.237033239362776", + "V18": "-0.0381947870352842", + "V19": "0.803486924960175", + "V20": "0.408542360392758", + "V21": "-0.00943069713232919", + "V22": "0.79827849458971", + "V23": "-0.137458079619063", + "V24": "0.141266983824769", + "V25": "-0.206009587619756", + "V26": "0.502292224181569", + "V27": "0.219422229513348", + "V28": "0.215153147499206", + "Amount": "69.99", + "Class": "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": "n16", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Class, measure_col=V1.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Class", + "measure_col": "V1", + "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": 0.80862, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'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_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a98389ab9a1e802f1ca281f6e5f2936d37b60c5b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40da-91eb-7703-a7ad-3b6447b3cec3"} +{"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(\\\"V1\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the planned grouped numeric sum template with group_col=\\\"Class\\\" and measure_col=\\\"V1\\\". CAST(\\\"V1\\\" AS REAL) is included because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17106,"cached_input_tokens":12032,"output_tokens":304,"reasoning_output_tokens":199}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f7b5420bce3f2e812ace83e5e2776a2c1b84aa7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Class\", SUM(CAST(\"V1\" AS REAL)) AS \"total_measure\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"total_measure\" DESC;","notes":"Used the planned grouped numeric sum template with group_col=\"Class\" and measure_col=\"V1\". CAST(\"V1\" AS REAL) is included because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_ff5f63eecc671530/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391