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Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_009aa1d7bfbe9b84/cli/sql_attempt_1.metadata.json

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+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:02:39.063779+00:00",
+  "ended_at": "2026-05-19T16:02:42.500095+00:00",
+  "elapsed_ms": 3436.29,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 15069,
+    "bytes_utf8": 15069,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_009aa1d7bfbe9b84/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:02:43.502888+00:00",
+  "ended_at": "2026-05-19T16:02:46.856958+00:00",
+  "elapsed_ms": 3354.02,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 15069,
+    "bytes_utf8": 15069,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_009aa1d7bfbe9b84/cli/sql_prompt_attempt_1.txt

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+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n16",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V24.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "V24",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.150969,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_009aa1d7bfbe9b84/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_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n16",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V24.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "V24",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.150969,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_009aa1d7bfbe9b84/cli/sql_response_attempt_1.raw.txt

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+{"type":"thread.started","thread_id":"019e40f9-9669-72c3-a152-ae8c0c646dbf"}
+{"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_009aa1d7bfbe9b84/cli/sql_response_attempt_1.txt

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+{"type":"thread.started","thread_id":"019e40f9-9669-72c3-a152-ae8c0c646dbf"}
+{"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_009aa1d7bfbe9b84/cli/sql_response_attempt_2.raw.txt

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+{"type":"thread.started","thread_id":"019e40f9-a7af-7143-8858-5c85f26b1907"}
+{"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_009aa1d7bfbe9b84/cli/sql_response_attempt_2.txt

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+{"type":"thread.started","thread_id":"019e40f9-a7af-7143-8858-5c85f26b1907"}
+{"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_09cc22e51e3ce823/cli/conversation.jsonl

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+{"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": 306, "bytes_utf8": 306, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17117, "cached_input_tokens": 12032, "output_tokens": 191, "reasoning_output_tokens": 102}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_09cc22e51e3ce823/cli/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_09cc22e51e3ce823",
+    "api_calls": 0,
+    "input_tokens": 17117,
+    "cached_input_tokens": 12032,
+    "output_tokens": 191,
+    "total_tokens": 17308,
+    "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": 7290.22,
+    "sql_execution_elapsed_ms_total": 156.38,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_09cc22e51e3ce823/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_09cc22e51e3ce823/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:04:48.309382+00:00",
+  "ended_at": "2026-05-19T16:04:55.599628+00:00",
+  "elapsed_ms": 7290.22,
+  "prompt_metrics": {
+    "chars": 15125,
+    "bytes_utf8": 15125,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 659,
+    "bytes_utf8": 659,
+    "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": 306,
+      "bytes_utf8": 306,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17117,
+      "cached_input_tokens": 12032,
+      "output_tokens": 191,
+      "reasoning_output_tokens": 102
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_09cc22e51e3ce823/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_set_consistency with semantic role rare_extreme_view. Focus on group_col=Class.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "Class",
+    "top_k": 11,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.141649,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\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_09cc22e51e3ce823/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-8f42-7ad0-afc3-ccbd3cc8755f"}
+{"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 11;\",\"notes\":\"Applied the planned Low-Support Group Count template with group_col bound to \\\"Class\\\" and top_k set to 11.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17117,"cached_input_tokens":12032,"output_tokens":191,"reasoning_output_tokens":102}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_09cc22e51e3ce823/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"Class\",\n    COUNT(*) AS support\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY support ASC, \"Class\"\nLIMIT 11;","notes":"Applied the planned Low-Support Group Count template with group_col bound to \"Class\" and top_k set to 11."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15046, "bytes_utf8": 15046, "lines": 466, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 286, "bytes_utf8": 286, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17079, "cached_input_tokens": 15744, "output_tokens": 192, "reasoning_output_tokens": 116}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/cli/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_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/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:33:28.443505+00:00",
+  "ended_at": "2026-05-19T15:33:50.792323+00:00",
+  "elapsed_ms": 22348.79,
+  "prompt_metrics": {
+    "chars": 15046,
+    "bytes_utf8": 15046,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1971,
+    "bytes_utf8": 1971,
+    "lines": 8,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 286,
+      "bytes_utf8": 286,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17079,
+      "cached_input_tokens": 15744,
+      "output_tokens": 192,
+      "reasoning_output_tokens": 116
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_0bc2bc172af0110b/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_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n16",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Class.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "Class",
+    "top_k": 13,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.663909,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,8 @@
+{"type":"thread.started","thread_id":"019e40de-e003-7251-8feb-b6566b496e5c"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17714. Please try again in 531ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17714. Please try again in 531ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1982842, Requested 17714. Please try again in 16ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 5/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17714. Please try again in 531ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n16\\\"\\nGROUP BY \\\"Class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the provided grouped-count template with group_col bound to \\\"Class\\\" to measure class count distribution.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17079,"cached_input_tokens":15744,"output_tokens":192,"reasoning_output_tokens":116}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_0bc2bc172af0110b/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Class\", COUNT(*) AS \"row_count\"\nFROM \"n16\"\nGROUP BY \"Class\"\nORDER BY \"row_count\" DESC;","notes":"Applies the 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_1648028c6095292e/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15069, "bytes_utf8": 15069, "lines": 466, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17097, "cached_input_tokens": 12032, "output_tokens": 292, "reasoning_output_tokens": 181}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1648028c6095292e/cli/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_1648028c6095292e",
+    "api_calls": 0,
+    "input_tokens": 17097,
+    "cached_input_tokens": 12032,
+    "output_tokens": 292,
+    "total_tokens": 17389,
+    "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": 8142.81,
+    "sql_execution_elapsed_ms_total": 149.84,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1648028c6095292e/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_1648028c6095292e/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:01:44.044744+00:00",
+  "ended_at": "2026-05-19T16:01:52.187580+00:00",
+  "elapsed_ms": 8142.81,
+  "prompt_metrics": {
+    "chars": 15069,
+    "bytes_utf8": 15069,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 715,
+    "bytes_utf8": 715,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 367,
+      "bytes_utf8": 367,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17097,
+      "cached_input_tokens": 12032,
+      "output_tokens": 292,
+      "reasoning_output_tokens": 181
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_1648028c6095292e/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_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n16",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=V18.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "V18",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.663909,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1648028c6095292e/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-bf76-7a21-9665-1f6dab06fc4a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"V18\\\" AS REAL) <= 0.663909 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"n16\\\";\",\"notes\":\"Used the planned Threshold Rarity CDF template with measure_col=\\\"V18\\\" and threshold 0.663909. CAST(\\\"V18\\\" AS REAL) is applied because the schema stores this numeric field as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17097,"cached_input_tokens":12032,"output_tokens":292,"reasoning_output_tokens":181}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1648028c6095292e/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"V18\" AS REAL) <= 0.663909 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"n16\";","notes":"Used the planned Threshold Rarity CDF template with measure_col=\"V18\" and threshold 0.663909. CAST(\"V18\" AS REAL) is applied because the schema stores this numeric field as TEXT."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15306, "bytes_utf8": 15306, "lines": 468, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1767, "bytes_utf8": 1767, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17142, "cached_input_tokens": 15744, "output_tokens": 1104, "reasoning_output_tokens": 516}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/cli/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_174a8a96df78039f",
+    "api_calls": 0,
+    "input_tokens": 17142,
+    "cached_input_tokens": 15744,
+    "output_tokens": 1104,
+    "total_tokens": 18246,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 19267.38,
+    "sql_execution_elapsed_ms_total": 1129.76,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/cli/sql_attempt_1.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": "2026-05-19T15:57:21.593101+00:00",
+  "ended_at": "2026-05-19T15:57:40.860516+00:00",
+  "elapsed_ms": 19267.38,
+  "prompt_metrics": {
+    "chars": 15306,
+    "bytes_utf8": 15306,
+    "lines": 468,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2377,
+    "bytes_utf8": 2377,
+    "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": 1767,
+      "bytes_utf8": 1767,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17142,
+      "cached_input_tokens": 15744,
+      "output_tokens": 1104,
+      "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_174a8a96df78039f/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=Time.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "Class",
+    "measure_col": "Time",
+    "top_k": 10,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 62140.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "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_174a8a96df78039f/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f4-be50-7d21-b2e2-13d390469974"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"Class\\\",\\n    CAST(\\\"Time\\\" AS REAL) AS \\\"time_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"Class\\\"\\n      ORDER BY CAST(\\\"Time\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"Class\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"n16\\\"\\n  WHERE \\\"Class\\\" IS NOT NULL\\n    AND \\\"Time\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n  SELECT DISTINCT\\n    \\\"Class\\\",\\n    (1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS \\\"pos\\\",\\n    CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n    CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) + CASE\\n      WHEN (1.0 + 0.95 * (\\\"cnt\\\" - 1)) > CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) THEN 1\\n      ELSE 0\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ordered\\\"\\n),\\n\\\"bounds\\\" AS (\\n  SELECT\\n    p.\\\"Class\\\",\\n    p.\\\"pos\\\",\\n    p.\\\"lower_rn\\\",\\n    p.\\\"upper_rn\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"time_value\\\" END) AS \\\"lower_value\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"upper_rn\\\" THEN o.\\\"time_value\\\" END) AS \\\"upper_value\\\"\\n  FROM \\\"positions\\\" AS p\\n  JOIN \\\"ordered\\\" AS o\\n    ON o.\\\"Class\\\" = p.\\\"Class\\\"\\n  GROUP BY\\n    p.\\\"Class\\\",\\n    p.\\\"pos\\\",\\n    p.\\\"lower_rn\\\",\\n    p.\\\"upper_rn\\\"\\n)\\nSELECT\\n  \\\"Class\\\",\\n  CASE\\n    WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_value\\\"\\n    ELSE \\\"lower_value\\\" + ((\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_value\\\" - \\\"lower_value\\\"))\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"bounds\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this query emulates the 0.95 continuous percentile per \\\"Class\\\" using window functions and linear interpolation. \\\"Time\\\" is cast from TEXT to REAL before ordering and calculation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17142,"cached_input_tokens":15744,"output_tokens":1104,"reasoning_output_tokens":516}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_174a8a96df78039f/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"Class\",\n    CAST(\"Time\" AS REAL) AS \"time_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"Class\"\n      ORDER BY CAST(\"Time\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"Class\"\n    ) AS \"cnt\"\n  FROM \"n16\"\n  WHERE \"Class\" IS NOT NULL\n    AND \"Time\" IS NOT NULL\n),\n\"positions\" AS (\n  SELECT DISTINCT\n    \"Class\",\n    (1.0 + 0.95 * (\"cnt\" - 1)) AS \"pos\",\n    CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) AS \"lower_rn\",\n    CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) + CASE\n      WHEN (1.0 + 0.95 * (\"cnt\" - 1)) > CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) THEN 1\n      ELSE 0\n    END AS \"upper_rn\"\n  FROM \"ordered\"\n),\n\"bounds\" AS (\n  SELECT\n    p.\"Class\",\n    p.\"pos\",\n    p.\"lower_rn\",\n    p.\"upper_rn\",\n    MAX(CASE WHEN o.\"rn\" = p.\"lower_rn\" THEN o.\"time_value\" END) AS \"lower_value\",\n    MAX(CASE WHEN o.\"rn\" = p.\"upper_rn\" THEN o.\"time_value\" END) AS \"upper_value\"\n  FROM \"positions\" AS p\n  JOIN \"ordered\" AS o\n    ON o.\"Class\" = p.\"Class\"\n  GROUP BY\n    p.\"Class\",\n    p.\"pos\",\n    p.\"lower_rn\",\n    p.\"upper_rn\"\n)\nSELECT\n  \"Class\",\n  CASE\n    WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_value\"\n    ELSE \"lower_value\" + ((\"pos\" - \"lower_rn\") * (\"upper_value\" - \"lower_value\"))\n  END AS \"percentile_measure\"\nFROM \"bounds\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this query emulates the 0.95 continuous percentile per \"Class\" using window functions and linear interpolation. \"Time\" is cast from TEXT to REAL before ordering and calculation."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1ba3245ac74db2f7/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15212, "bytes_utf8": 15212, "lines": 468, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 419, "bytes_utf8": 419, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17118, "cached_input_tokens": 12032, "output_tokens": 280, "reasoning_output_tokens": 171}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1ba3245ac74db2f7/cli/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_1ba3245ac74db2f7",
+    "api_calls": 0,
+    "input_tokens": 17118,
+    "cached_input_tokens": 12032,
+    "output_tokens": 280,
+    "total_tokens": 17398,
+    "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": 8550.94,
+    "sql_execution_elapsed_ms_total": 644.53,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1ba3245ac74db2f7/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_1ba3245ac74db2f7/cli/sql_attempt_1.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": "2026-05-19T15:43:30.412565+00:00",
+  "ended_at": "2026-05-19T15:43:38.963538+00:00",
+  "elapsed_ms": 8550.94,
+  "prompt_metrics": {
+    "chars": 15212,
+    "bytes_utf8": 15212,
+    "lines": 468,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 777,
+    "bytes_utf8": 777,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 419,
+      "bytes_utf8": 419,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17118,
+      "cached_input_tokens": 12032,
+      "output_tokens": 280,
+      "reasoning_output_tokens": 171
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_1ba3245ac74db2f7/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 filtered_stable_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": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.150969,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT 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_1ba3245ac74db2f7/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e8-0f77-7203-b9ed-414cff59443a"}
+{"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 bound to \\\"Class\\\" and measure_col bound to \\\"V24\\\". CAST to REAL is included because the schema snapshot shows \\\"V24\\\" is stored as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17118,"cached_input_tokens":12032,"output_tokens":280,"reasoning_output_tokens":171}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_1ba3245ac74db2f7/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 bound to \"Class\" and measure_col bound to \"V24\". CAST to REAL is included because the schema snapshot shows \"V24\" is stored as TEXT."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_227fe236383aeb77/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15206, "bytes_utf8": 15206, "lines": 468, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 389, "bytes_utf8": 389, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17116, "cached_input_tokens": 15744, "output_tokens": 384, "reasoning_output_tokens": 282}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_227fe236383aeb77/cli/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_227fe236383aeb77",
+    "api_calls": 0,
+    "input_tokens": 17116,
+    "cached_input_tokens": 15744,
+    "output_tokens": 384,
+    "total_tokens": 17500,
+    "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": 9644.13,
+    "sql_execution_elapsed_ms_total": 648.81,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/n16/artifacts/v2q_n16_227fe236383aeb77/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_227fe236383aeb77/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:42:25.519382+00:00",
+  "ended_at": "2026-05-19T15:42:35.163542+00:00",
+  "elapsed_ms": 9644.13,
+  "prompt_metrics": {
+    "chars": 15206,
+    "bytes_utf8": 15206,
+    "lines": 468,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 747,
+    "bytes_utf8": 747,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 389,
+      "bytes_utf8": 389,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17116,
+      "cached_input_tokens": 15744,
+      "output_tokens": 384,
+      "reasoning_output_tokens": 282
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_227fe236383aeb77/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=V21.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "Class",
+    "measure_col": "V21",
+    "top_k": 11,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.13515,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT 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_227fe236383aeb77/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e7-120a-7700-b532-a5c13205a5cf"}
+{"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(\\\"V21\\\" AS REAL)) OVER (PARTITION BY \\\"Class\\\") AS avg_measure\\nFROM \\\"n16\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Class\\\" and measure_col=\\\"V21\\\". Cast \\\"V21\\\" to REAL because the schema snapshot stores numeric values as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17116,"cached_input_tokens":15744,"output_tokens":384,"reasoning_output_tokens":282}}