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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}}

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."
+  }
+}

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"
+}

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: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_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:
+{}

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}}

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."}

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}}

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."
+  }
+}

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"
+}

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"
+}

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: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_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:
+{}

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: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_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:
+{}

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."}}

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."}}

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}}

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."}

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}}

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."
+  }
+}

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"
+}

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: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_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:
+{}

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}}

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."}

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}}

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."
+  }
+}

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"
+}

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: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_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:
+{}

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}}

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."}

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}]

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;

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}"}

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."
+  }
+}

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.\"}"}

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}}

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."
+  }
+}

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"
+}

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: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_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:
+{}

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}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0f407c6b5179afca/cli/sql_response_attempt_1.txt

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+{"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."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_10c10ba908d1de1a/cli/conversation.jsonl

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+{"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}}

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."
+  }
+}

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"
+}

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: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_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:
+{}

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}}