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Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_01338fb9eae4f74d/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15562, "bytes_utf8": 15562, "lines": 541, "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": 458, "bytes_utf8": 458, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17110, "cached_input_tokens": 12032, "output_tokens": 493, "reasoning_output_tokens": 342}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_01338fb9eae4f74d/cli/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": "c4",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c4_01338fb9eae4f74d",
+    "api_calls": 0,
+    "input_tokens": 17110,
+    "cached_input_tokens": 12032,
+    "output_tokens": 493,
+    "total_tokens": 17603,
+    "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": 11679.11,
+    "sql_execution_elapsed_ms_total": 2.56,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_01338fb9eae4f74d/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_01338fb9eae4f74d/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:47:29.227738+00:00",
+  "ended_at": "2026-05-19T15:47:40.906892+00:00",
+  "elapsed_ms": 11679.11,
+  "prompt_metrics": {
+    "chars": 15562,
+    "bytes_utf8": 15562,
+    "lines": 541,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 833,
+    "bytes_utf8": 833,
+    "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": 458,
+      "bytes_utf8": 458,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17110,
+      "cached_input_tokens": 12032,
+      "output_tokens": 493,
+      "reasoning_output_tokens": 342
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_a/c4/artifacts/v2q_c4_01338fb9eae4f74d/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,541 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c4
+- dataset_name: Chess King Rook Vs King Pawn
+- table_name: c4
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 36 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 3196
+- important_fields:
+- bkblk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkblk.
+- bknwy: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bknwy.
+- bkon8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkon8.
+- bkona: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkona.
+- bkspr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkspr.
+- bkxbq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxbq.
+- bkxcr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxcr.
+- bkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxwp.
+- blxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for blxwp.
+- bxqsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bxqsq.
+- cntxt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for cntxt.
+- dsopp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dsopp.
+- dwipd: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dwipd.
+- hdchk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hdchk.
+- katri: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for katri.
+- mulch: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for mulch.
+- qxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for qxmsq.
+- r2ar8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for r2ar8.
+- reskd: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskd.
+- reskr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskr.
+- rimmx: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rimmx.
+- rkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rkxwp.
+- rxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rxmsq.
+- simpl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for simpl.
+- skach: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skach.
+- skewr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skewr.
+- skrxp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skrxp.
+- spcop: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for spcop.
+- stlmt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for stlmt.
+- thrsk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for thrsk.
+- wkcti: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkcti.
+- wkna8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkna8.
+- wknck: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wknck.
+- wkovl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkovl.
+- wkpos: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkpos.
+- wtoeg: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wtoeg.
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['bkblk', 'bknwy', 'class'], ['bkblk', 'bkblk', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/22/chess+king+rook+vs+king+pawn
+
+SQLite schema snapshot:
+{
+  "table_name": "c4",
+  "quoted_table_name": "\"c4\"",
+  "row_count": 3196,
+  "columns": [
+    {
+      "name": "bkblk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bknwy",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkon8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkona",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkspr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxbq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxcr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "blxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bxqsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cntxt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dsopp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dwipd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "hdchk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "katri",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "mulch",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "qxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "r2ar8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rimmx",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "simpl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skach",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skewr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skrxp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "spcop",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stlmt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thrsk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkcti",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkna8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wknck",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkovl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkpos",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wtoeg",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "t",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "t",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "t",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "t",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c4",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=r2ar8, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "r2ar8",
+    "target_col": "class",
+    "target_value": "nowin",
+    "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": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_01338fb9eae4f74d/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40eb-b4b6-7121-be8e-14f0897db299"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n  \\\"r2ar8\\\",\\n  COUNT(*) AS \\\"support\\\",\\n  AVG(CASE WHEN \\\"class\\\" = 'nowin' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c4\\\"\\nGROUP BY \\\"r2ar8\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 11;\",\"notes\":\"Uses the requested tail target-rate extremes template with group_col=\\\"r2ar8\\\", target_col=\\\"class\\\", target_value='nowin', min_support=5, and top_k=11.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17110,"cached_input_tokens":12032,"output_tokens":493,"reasoning_output_tokens":342}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_01338fb9eae4f74d/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n  \"r2ar8\",\n  COUNT(*) AS \"support\",\n  AVG(CASE WHEN \"class\" = 'nowin' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c4\"\nGROUP BY \"r2ar8\"\nHAVING COUNT(*) >= 5\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 11;","notes":"Uses the requested tail target-rate extremes template with group_col=\"r2ar8\", target_col=\"class\", target_value='nowin', min_support=5, and top_k=11."}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_05d17bbf35da6807/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16029, "bytes_utf8": 16029, "lines": 543, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 700, "bytes_utf8": 700, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17204, "cached_input_tokens": 12032, "output_tokens": 489, "reasoning_output_tokens": 288}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_05d17bbf35da6807/cli/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": "c4",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c4_05d17bbf35da6807",
+    "api_calls": 0,
+    "input_tokens": 17204,
+    "cached_input_tokens": 12032,
+    "output_tokens": 489,
+    "total_tokens": 17693,
+    "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": 11348.31,
+    "sql_execution_elapsed_ms_total": 1.52,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_05d17bbf35da6807/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_05d17bbf35da6807/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:37:33.902046+00:00",
+  "ended_at": "2026-05-19T15:37:45.250384+00:00",
+  "elapsed_ms": 11348.31,
+  "prompt_metrics": {
+    "chars": 16029,
+    "bytes_utf8": 16029,
+    "lines": 543,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1069,
+    "bytes_utf8": 1069,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 700,
+      "bytes_utf8": 700,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17204,
+      "cached_input_tokens": 12032,
+      "output_tokens": 489,
+      "reasoning_output_tokens": 288
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_a/c4/artifacts/v2q_c4_05d17bbf35da6807/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,543 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <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: c4
+- dataset_name: Chess King Rook Vs King Pawn
+- table_name: c4
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 36 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 3196
+- important_fields:
+- bkblk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkblk.
+- bknwy: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bknwy.
+- bkon8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkon8.
+- bkona: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkona.
+- bkspr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkspr.
+- bkxbq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxbq.
+- bkxcr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxcr.
+- bkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxwp.
+- blxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for blxwp.
+- bxqsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bxqsq.
+- cntxt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for cntxt.
+- dsopp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dsopp.
+- dwipd: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dwipd.
+- hdchk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hdchk.
+- katri: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for katri.
+- mulch: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for mulch.
+- qxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for qxmsq.
+- r2ar8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for r2ar8.
+- reskd: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskd.
+- reskr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskr.
+- rimmx: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rimmx.
+- rkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rkxwp.
+- rxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rxmsq.
+- simpl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for simpl.
+- skach: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skach.
+- skewr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skewr.
+- skrxp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skrxp.
+- spcop: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for spcop.
+- stlmt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for stlmt.
+- thrsk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for thrsk.
+- wkcti: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkcti.
+- wkna8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkna8.
+- wknck: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wknck.
+- wkovl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkovl.
+- wkpos: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkpos.
+- wtoeg: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wtoeg.
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['bkblk', 'bknwy', 'class'], ['bkblk', 'bkblk', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/22/chess+king+rook+vs+king+pawn
+
+SQLite schema snapshot:
+{
+  "table_name": "c4",
+  "quoted_table_name": "\"c4\"",
+  "row_count": 3196,
+  "columns": [
+    {
+      "name": "bkblk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bknwy",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkon8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkona",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkspr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxbq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxcr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "blxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bxqsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cntxt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dsopp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dwipd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "hdchk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "katri",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "mulch",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "qxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "r2ar8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rimmx",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "simpl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skach",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skewr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skrxp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "spcop",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stlmt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thrsk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkcti",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkna8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wknck",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkovl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkpos",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wtoeg",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "t",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "t",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "t",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "t",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c4",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=bkxwp, condition_col=bkxwp.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "bkxwp",
+    "condition_col": "bkxwp",
+    "condition_value": "f",
+    "positive_value": "f",
+    "negative_value": "t",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_05d17bbf35da6807/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e2-9edd-76f3-9257-99494a0e54e6"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"bkxwp\\\",\\n           SUM(CASE WHEN \\\"bkxwp\\\" = 'f' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"bkxwp\\\" = 't' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c4\\\"\\n    GROUP BY \\\"bkxwp\\\"\\n)\\nSELECT \\\"bkxwp\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the planned grouped ratio template with group_col=\\\"bkxwp\\\" and condition_col=\\\"bkxwp\\\", using 'f' as the numerator condition and 't' as the denominator condition. Groups with no 't' rows produce NULL ratios via NULLIF.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17204,"cached_input_tokens":12032,"output_tokens":489,"reasoning_output_tokens":288}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_05d17bbf35da6807/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"bkxwp\",\n           SUM(CASE WHEN \"bkxwp\" = 'f' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"bkxwp\" = 't' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c4\"\n    GROUP BY \"bkxwp\"\n)\nSELECT \"bkxwp\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the planned grouped ratio template with group_col=\"bkxwp\" and condition_col=\"bkxwp\", using 'f' as the numerator condition and 't' as the denominator condition. Groups with no 't' rows produce NULL ratios via NULLIF."}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_0b74c02d069117e7/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15473, "bytes_utf8": 15473, "lines": 543, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17055, "cached_input_tokens": 15744, "output_tokens": 483, "reasoning_output_tokens": 369}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_0b74c02d069117e7/cli/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": "c4",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c4_0b74c02d069117e7",
+    "api_calls": 0,
+    "input_tokens": 17055,
+    "cached_input_tokens": 15744,
+    "output_tokens": 483,
+    "total_tokens": 17538,
+    "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": 16335.57,
+    "sql_execution_elapsed_ms_total": 1.22,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_0b74c02d069117e7/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_0b74c02d069117e7/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:32:17.426219+00:00",
+  "ended_at": "2026-05-19T15:32:33.761810+00:00",
+  "elapsed_ms": 16335.57,
+  "prompt_metrics": {
+    "chars": 15473,
+    "bytes_utf8": 15473,
+    "lines": 543,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1090,
+    "bytes_utf8": 1090,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 394,
+      "bytes_utf8": 394,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17055,
+      "cached_input_tokens": 15744,
+      "output_tokens": 483,
+      "reasoning_output_tokens": 369
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_0b74c02d069117e7/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,543 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <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: c4
+- dataset_name: Chess King Rook Vs King Pawn
+- table_name: c4
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 36 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 3196
+- important_fields:
+- bkblk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkblk.
+- bknwy: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bknwy.
+- bkon8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkon8.
+- bkona: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkona.
+- bkspr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkspr.
+- bkxbq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxbq.
+- bkxcr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxcr.
+- bkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxwp.
+- blxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for blxwp.
+- bxqsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bxqsq.
+- cntxt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for cntxt.
+- dsopp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dsopp.
+- dwipd: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dwipd.
+- hdchk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hdchk.
+- katri: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for katri.
+- mulch: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for mulch.
+- qxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for qxmsq.
+- r2ar8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for r2ar8.
+- reskd: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskd.
+- reskr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskr.
+- rimmx: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rimmx.
+- rkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rkxwp.
+- rxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rxmsq.
+- simpl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for simpl.
+- skach: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skach.
+- skewr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skewr.
+- skrxp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skrxp.
+- spcop: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for spcop.
+- stlmt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for stlmt.
+- thrsk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for thrsk.
+- wkcti: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkcti.
+- wkna8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkna8.
+- wknck: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wknck.
+- wkovl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkovl.
+- wkpos: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkpos.
+- wtoeg: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wtoeg.
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['bkblk', 'bknwy', 'class'], ['bkblk', 'bkblk', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/22/chess+king+rook+vs+king+pawn
+
+SQLite schema snapshot:
+{
+  "table_name": "c4",
+  "quoted_table_name": "\"c4\"",
+  "row_count": 3196,
+  "columns": [
+    {
+      "name": "bkblk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bknwy",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkon8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkona",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkspr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxbq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxcr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "blxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bxqsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cntxt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dsopp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dwipd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "hdchk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "katri",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "mulch",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "qxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "r2ar8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rimmx",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "simpl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skach",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skewr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skrxp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "spcop",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stlmt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thrsk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkcti",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkna8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wknck",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkovl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkpos",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wtoeg",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "t",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "t",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "t",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "t",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c4",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=skach, condition_col=skach.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "skach",
+    "condition_col": "skach",
+    "condition_value": "f",
+    "positive_value": "f",
+    "negative_value": "t",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_0b74c02d069117e7/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40dd-ca91-70c0-a5cd-3e8ac9f2c29c"}
+{"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 1990054, Requested 17690. Please try again in 232ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"skach\\\",\\n       AVG(CASE WHEN \\\"skach\\\" = 'f' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c4\\\"\\nGROUP BY \\\"skach\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with \\\"skach\\\" as both the group and condition column, computing the within-group proportion where \\\"skach\\\" = 'f'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17055,"cached_input_tokens":15744,"output_tokens":483,"reasoning_output_tokens":369}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_0b74c02d069117e7/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"skach\",\n       AVG(CASE WHEN \"skach\" = 'f' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c4\"\nGROUP BY \"skach\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with \"skach\" as both the group and condition column, computing the within-group proportion where \"skach\" = 'f'."}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_141838c7cd8ea074/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15527, "bytes_utf8": 15527, "lines": 543, "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": 384, "bytes_utf8": 384, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17095, "cached_input_tokens": 15744, "output_tokens": 475, "reasoning_output_tokens": 355}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_141838c7cd8ea074/cli/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": "c4",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c4_141838c7cd8ea074",
+    "api_calls": 0,
+    "input_tokens": 17095,
+    "cached_input_tokens": 15744,
+    "output_tokens": 475,
+    "total_tokens": 17570,
+    "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": 14063.02,
+    "sql_execution_elapsed_ms_total": 3.69,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_141838c7cd8ea074/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_141838c7cd8ea074/cli/sql_attempt_1.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": "2026-05-19T15:51:18.133262+00:00",
+  "ended_at": "2026-05-19T15:51:32.196336+00:00",
+  "elapsed_ms": 14063.02,
+  "prompt_metrics": {
+    "chars": 15527,
+    "bytes_utf8": 15527,
+    "lines": 543,
+    "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": 384,
+      "bytes_utf8": 384,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17095,
+      "cached_input_tokens": 15744,
+      "output_tokens": 475,
+      "reasoning_output_tokens": 355
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_141838c7cd8ea074/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,543 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <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: c4
+- dataset_name: Chess King Rook Vs King Pawn
+- table_name: c4
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 36 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 3196
+- important_fields:
+- bkblk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkblk.
+- bknwy: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bknwy.
+- bkon8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkon8.
+- bkona: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkona.
+- bkspr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkspr.
+- bkxbq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxbq.
+- bkxcr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxcr.
+- bkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxwp.
+- blxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for blxwp.
+- bxqsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bxqsq.
+- cntxt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for cntxt.
+- dsopp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dsopp.
+- dwipd: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dwipd.
+- hdchk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hdchk.
+- katri: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for katri.
+- mulch: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for mulch.
+- qxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for qxmsq.
+- r2ar8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for r2ar8.
+- reskd: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskd.
+- reskr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskr.
+- rimmx: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rimmx.
+- rkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rkxwp.
+- rxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rxmsq.
+- simpl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for simpl.
+- skach: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skach.
+- skewr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skewr.
+- skrxp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skrxp.
+- spcop: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for spcop.
+- stlmt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for stlmt.
+- thrsk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for thrsk.
+- wkcti: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkcti.
+- wkna8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkna8.
+- wknck: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wknck.
+- wkovl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkovl.
+- wkpos: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkpos.
+- wtoeg: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wtoeg.
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['bkblk', 'bknwy', 'class'], ['bkblk', 'bkblk', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/22/chess+king+rook+vs+king+pawn
+
+SQLite schema snapshot:
+{
+  "table_name": "c4",
+  "quoted_table_name": "\"c4\"",
+  "row_count": 3196,
+  "columns": [
+    {
+      "name": "bkblk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bknwy",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkon8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkona",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkspr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxbq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxcr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "blxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bxqsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cntxt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dsopp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dwipd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "hdchk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "katri",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "mulch",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "qxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "r2ar8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rimmx",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "simpl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skach",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skewr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skrxp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "spcop",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stlmt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thrsk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkcti",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkna8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wknck",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkovl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkpos",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wtoeg",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "t",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "t",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "t",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "t",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c4",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=bkon8, group_col_2=wkpos, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "bkon8",
+    "group_col_2": "wkpos",
+    "target_col": "class",
+    "target_value": "won",
+    "top_k": 12,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_141838c7cd8ea074/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ef-3285-7931-8803-42edc70a0ddc"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"bkon8\\\", \\\"wkpos\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'won' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c4\\\"\\nGROUP BY \\\"bkon8\\\", \\\"wkpos\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Computes the proportion of rows with class = 'won' for each (bkon8, wkpos) combination using the requested two-axis target-rate template.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17095,"cached_input_tokens":15744,"output_tokens":475,"reasoning_output_tokens":355}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_141838c7cd8ea074/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"bkon8\", \"wkpos\",\n       AVG(CASE WHEN \"class\" = 'won' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c4\"\nGROUP BY \"bkon8\", \"wkpos\"\nORDER BY \"target_rate\" DESC;","notes":"Computes the proportion of rows with class = 'won' for each (bkon8, wkpos) combination using the requested two-axis target-rate template."}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_166e05eae75b7d7a/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15409, "bytes_utf8": 15409, "lines": 542, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17039, "cached_input_tokens": 15744, "output_tokens": 322, "reasoning_output_tokens": 216}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_166e05eae75b7d7a/cli/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": "c4",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c4_166e05eae75b7d7a",
+    "api_calls": 0,
+    "input_tokens": 17039,
+    "cached_input_tokens": 15744,
+    "output_tokens": 322,
+    "total_tokens": 17361,
+    "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": 9965.77,
+    "sql_execution_elapsed_ms_total": 0.86,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_166e05eae75b7d7a/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_166e05eae75b7d7a/cli/sql_attempt_1.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": "2026-05-19T15:52:50.345197+00:00",
+  "ended_at": "2026-05-19T15:53:00.311024+00:00",
+  "elapsed_ms": 9965.77,
+  "prompt_metrics": {
+    "chars": 15409,
+    "bytes_utf8": 15409,
+    "lines": 542,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 729,
+    "bytes_utf8": 729,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 373,
+      "bytes_utf8": 373,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17039,
+      "cached_input_tokens": 15744,
+      "output_tokens": 322,
+      "reasoning_output_tokens": 216
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_166e05eae75b7d7a/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,542 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <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: c4
+- dataset_name: Chess King Rook Vs King Pawn
+- table_name: c4
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 36 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 3196
+- important_fields:
+- bkblk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkblk.
+- bknwy: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bknwy.
+- bkon8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkon8.
+- bkona: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkona.
+- bkspr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkspr.
+- bkxbq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxbq.
+- bkxcr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxcr.
+- bkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxwp.
+- blxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for blxwp.
+- bxqsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bxqsq.
+- cntxt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for cntxt.
+- dsopp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dsopp.
+- dwipd: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dwipd.
+- hdchk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hdchk.
+- katri: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for katri.
+- mulch: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for mulch.
+- qxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for qxmsq.
+- r2ar8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for r2ar8.
+- reskd: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskd.
+- reskr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskr.
+- rimmx: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rimmx.
+- rkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rkxwp.
+- rxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rxmsq.
+- simpl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for simpl.
+- skach: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skach.
+- skewr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skewr.
+- skrxp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skrxp.
+- spcop: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for spcop.
+- stlmt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for stlmt.
+- thrsk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for thrsk.
+- wkcti: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkcti.
+- wkna8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkna8.
+- wknck: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wknck.
+- wkovl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkovl.
+- wkpos: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkpos.
+- wtoeg: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wtoeg.
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['bkblk', 'bknwy', 'class'], ['bkblk', 'bkblk', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/22/chess+king+rook+vs+king+pawn
+
+SQLite schema snapshot:
+{
+  "table_name": "c4",
+  "quoted_table_name": "\"c4\"",
+  "row_count": 3196,
+  "columns": [
+    {
+      "name": "bkblk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bknwy",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkon8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkona",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkspr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxbq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxcr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "blxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bxqsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cntxt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dsopp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dwipd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "hdchk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "katri",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "mulch",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "qxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "r2ar8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rimmx",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "simpl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skach",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skewr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skrxp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "spcop",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stlmt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thrsk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkcti",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkna8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wknck",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkovl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkpos",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wtoeg",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "t",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "t",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "t",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "t",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c4",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=wkpos.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "wkpos",
+    "predicate_col": "wkpos",
+    "predicate_op": "=",
+    "predicate_value": "t",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_166e05eae75b7d7a/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-9aa9-7053-a40b-012cc900dee0"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"wkpos\\\", COUNT(*) AS support\\nFROM \\\"c4\\\"\\nWHERE \\\"wkpos\\\" = 't'\\nGROUP BY \\\"wkpos\\\"\\nORDER BY support DESC\\nLIMIT 13;\",\"notes\":\"Used the provided Filtered Top-k Group Count template with \\\"wkpos\\\" as both the grouping column and filter predicate column, restricted to rows where \\\"wkpos\\\" = 't'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17039,"cached_input_tokens":15744,"output_tokens":322,"reasoning_output_tokens":216}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_166e05eae75b7d7a/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"wkpos\", COUNT(*) AS support\nFROM \"c4\"\nWHERE \"wkpos\" = 't'\nGROUP BY \"wkpos\"\nORDER BY support DESC\nLIMIT 13;","notes":"Used the provided Filtered Top-k Group Count template with \"wkpos\" as both the grouping column and filter predicate column, restricted to rows where \"wkpos\" = 't'."}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1a0234365e211427/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15220, "bytes_utf8": 15220, "lines": 538, "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": 297, "bytes_utf8": 297, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17004, "cached_input_tokens": 12032, "output_tokens": 256, "reasoning_output_tokens": 159}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1a0234365e211427/cli/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": "c4",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c4_1a0234365e211427",
+    "api_calls": 0,
+    "input_tokens": 17004,
+    "cached_input_tokens": 12032,
+    "output_tokens": 256,
+    "total_tokens": 17260,
+    "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": 7696.03,
+    "sql_execution_elapsed_ms_total": 2.66,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1a0234365e211427/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1a0234365e211427/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:40:16.895158+00:00",
+  "ended_at": "2026-05-19T15:40:24.591220+00:00",
+  "elapsed_ms": 7696.03,
+  "prompt_metrics": {
+    "chars": 15220,
+    "bytes_utf8": 15220,
+    "lines": 538,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 650,
+    "bytes_utf8": 650,
+    "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": 297,
+      "bytes_utf8": 297,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17004,
+      "cached_input_tokens": 12032,
+      "output_tokens": 256,
+      "reasoning_output_tokens": 159
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_a/c4/artifacts/v2q_c4_1a0234365e211427/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,538 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c4
+- dataset_name: Chess King Rook Vs King Pawn
+- table_name: c4
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 36 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 3196
+- important_fields:
+- bkblk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkblk.
+- bknwy: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bknwy.
+- bkon8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkon8.
+- bkona: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkona.
+- bkspr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkspr.
+- bkxbq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxbq.
+- bkxcr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxcr.
+- bkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxwp.
+- blxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for blxwp.
+- bxqsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bxqsq.
+- cntxt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for cntxt.
+- dsopp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dsopp.
+- dwipd: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dwipd.
+- hdchk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hdchk.
+- katri: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for katri.
+- mulch: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for mulch.
+- qxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for qxmsq.
+- r2ar8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for r2ar8.
+- reskd: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskd.
+- reskr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskr.
+- rimmx: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rimmx.
+- rkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rkxwp.
+- rxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rxmsq.
+- simpl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for simpl.
+- skach: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skach.
+- skewr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skewr.
+- skrxp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skrxp.
+- spcop: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for spcop.
+- stlmt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for stlmt.
+- thrsk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for thrsk.
+- wkcti: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkcti.
+- wkna8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkna8.
+- wknck: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wknck.
+- wkovl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkovl.
+- wkpos: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkpos.
+- wtoeg: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wtoeg.
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['bkblk', 'bknwy', 'class'], ['bkblk', 'bkblk', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/22/chess+king+rook+vs+king+pawn
+
+SQLite schema snapshot:
+{
+  "table_name": "c4",
+  "quoted_table_name": "\"c4\"",
+  "row_count": 3196,
+  "columns": [
+    {
+      "name": "bkblk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bknwy",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkon8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkona",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkspr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxbq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxcr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "blxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bxqsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cntxt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dsopp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dwipd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "hdchk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "katri",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "mulch",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "qxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "r2ar8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rimmx",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "simpl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skach",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skewr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skrxp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "spcop",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stlmt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thrsk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkcti",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkna8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wknck",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkovl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkpos",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wtoeg",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "t",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "t",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "t",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "t",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    }
+  ]
+}
+
+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": "c4",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=skewr.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "skewr",
+    "top_k": 17,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\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_a/c4/artifacts/v2q_c4_1a0234365e211427/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e5-1b71-7db0-b5be-62db9d8ef8a6"}
+{"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    \\\"skewr\\\",\\n    COUNT(*) AS support\\nFROM \\\"c4\\\"\\nGROUP BY \\\"skewr\\\"\\nORDER BY support ASC, \\\"skewr\\\"\\nLIMIT 17;\",\"notes\":\"Applies the Low-Support Group Count template with group_col bound to \\\"skewr\\\" and top_k set to 17.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17004,"cached_input_tokens":12032,"output_tokens":256,"reasoning_output_tokens":159}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1a0234365e211427/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"skewr\",\n    COUNT(*) AS support\nFROM \"c4\"\nGROUP BY \"skewr\"\nORDER BY support ASC, \"skewr\"\nLIMIT 17;","notes":"Applies the Low-Support Group Count template with group_col bound to \"skewr\" and top_k set to 17."}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1b54f35e403790bd/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15466, "bytes_utf8": 15466, "lines": 543, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 441, "bytes_utf8": 441, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17059, "cached_input_tokens": 12032, "output_tokens": 401, "reasoning_output_tokens": 269}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1b54f35e403790bd/cli/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": "c4",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c4_1b54f35e403790bd",
+    "api_calls": 0,
+    "input_tokens": 17059,
+    "cached_input_tokens": 12032,
+    "output_tokens": 401,
+    "total_tokens": 17460,
+    "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": 15036.34,
+    "sql_execution_elapsed_ms_total": 1.29,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1b54f35e403790bd/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1b54f35e403790bd/cli/sql_attempt_1.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": "2026-05-19T15:33:03.035373+00:00",
+  "ended_at": "2026-05-19T15:33:18.071732+00:00",
+  "elapsed_ms": 15036.34,
+  "prompt_metrics": {
+    "chars": 15466,
+    "bytes_utf8": 15466,
+    "lines": 543,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1141,
+    "bytes_utf8": 1141,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 441,
+      "bytes_utf8": 441,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17059,
+      "cached_input_tokens": 12032,
+      "output_tokens": 401,
+      "reasoning_output_tokens": 269
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1b54f35e403790bd/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,543 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <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: c4
+- dataset_name: Chess King Rook Vs King Pawn
+- table_name: c4
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 36 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 3196
+- important_fields:
+- bkblk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkblk.
+- bknwy: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bknwy.
+- bkon8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkon8.
+- bkona: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkona.
+- bkspr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkspr.
+- bkxbq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxbq.
+- bkxcr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxcr.
+- bkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bkxwp.
+- blxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for blxwp.
+- bxqsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for bxqsq.
+- cntxt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for cntxt.
+- dsopp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dsopp.
+- dwipd: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for dwipd.
+- hdchk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hdchk.
+- katri: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for katri.
+- mulch: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for mulch.
+- qxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for qxmsq.
+- r2ar8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for r2ar8.
+- reskd: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskd.
+- reskr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reskr.
+- rimmx: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rimmx.
+- rkxwp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rkxwp.
+- rxmsq: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rxmsq.
+- simpl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for simpl.
+- skach: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skach.
+- skewr: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skewr.
+- skrxp: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for skrxp.
+- spcop: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for spcop.
+- stlmt: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for stlmt.
+- thrsk: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for thrsk.
+- wkcti: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkcti.
+- wkna8: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkna8.
+- wknck: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wknck.
+- wkovl: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkovl.
+- wkpos: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wkpos.
+- wtoeg: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for wtoeg.
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['bkblk', 'bknwy', 'class'], ['bkblk', 'bkblk', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/22/chess+king+rook+vs+king+pawn
+
+SQLite schema snapshot:
+{
+  "table_name": "c4",
+  "quoted_table_name": "\"c4\"",
+  "row_count": 3196,
+  "columns": [
+    {
+      "name": "bkblk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bknwy",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkon8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkona",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkspr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxbq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxcr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "blxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bxqsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cntxt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dsopp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dwipd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "hdchk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "katri",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "mulch",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "qxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "r2ar8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskd",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reskr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rimmx",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rkxwp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "rxmsq",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "simpl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skach",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skewr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "skrxp",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "spcop",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stlmt",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thrsk",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkcti",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkna8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wknck",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkovl",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wkpos",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "wtoeg",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "t",
+      "bkxbq": "f",
+      "bkxcr": "t",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "t",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "t",
+      "rxmsq": "f",
+      "simpl": "f",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    },
+    {
+      "bkblk": "f",
+      "bknwy": "f",
+      "bkon8": "f",
+      "bkona": "f",
+      "bkspr": "f",
+      "bkxbq": "f",
+      "bkxcr": "f",
+      "bkxwp": "f",
+      "blxwp": "f",
+      "bxqsq": "f",
+      "cntxt": "f",
+      "dsopp": "f",
+      "dwipd": "l",
+      "hdchk": "f",
+      "katri": "n",
+      "mulch": "f",
+      "qxmsq": "f",
+      "r2ar8": "t",
+      "reskd": "f",
+      "reskr": "f",
+      "rimmx": "f",
+      "rkxwp": "f",
+      "rxmsq": "f",
+      "simpl": "t",
+      "skach": "f",
+      "skewr": "t",
+      "skrxp": "f",
+      "spcop": "f",
+      "stlmt": "f",
+      "thrsk": "f",
+      "wkcti": "f",
+      "wkna8": "f",
+      "wknck": "f",
+      "wkovl": "t",
+      "wkpos": "t",
+      "wtoeg": "n",
+      "class": "won"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c4",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=skewr, condition_col=skewr.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "skewr",
+    "condition_col": "skewr",
+    "condition_value": "f",
+    "positive_value": "t",
+    "negative_value": "f",
+    "top_k": 15,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1b54f35e403790bd/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,5 @@
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+{"type":"turn.started"}
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+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"skewr\\\",\\n       AVG(CASE WHEN \\\"skewr\\\" = 'f' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c4\\\"\\nGROUP BY \\\"skewr\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the required Grouped Condition Rate template with both group_col and condition_col bound to \\\"skewr\\\", so the result shows the within-group proportion of rows where \\\"skewr\\\" = 'f' for each \\\"skewr\\\" value.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17059,"cached_input_tokens":12032,"output_tokens":401,"reasoning_output_tokens":269}}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1b54f35e403790bd/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"skewr\",\n       AVG(CASE WHEN \"skewr\" = 'f' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c4\"\nGROUP BY \"skewr\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the required Grouped Condition Rate template with both group_col and condition_col bound to \"skewr\", so the result shows the within-group proportion of rows where \"skewr\" = 'f' for each \"skewr\" value."}

Query/sql/v2/runs/v2_cli_20260502_081223_a/c4/artifacts/v2q_c4_1d4f68832d0da3fb/cli/conversation.jsonl

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+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 330, "bytes_utf8": 330, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17032, "cached_input_tokens": 15744, "output_tokens": 259, "reasoning_output_tokens": 160}}