Add files using upload-large-folder tool

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_024eb99029bb3c59/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8390, "bytes_utf8": 8390, "lines": 250, "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": 271, "bytes_utf8": 271, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14525, "cached_input_tokens": 12032, "output_tokens": 190, "reasoning_output_tokens": 114}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_024eb99029bb3c59/cli/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": "c16",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c16_024eb99029bb3c59",
+    "api_calls": 0,
+    "input_tokens": 14525,
+    "cached_input_tokens": 12032,
+    "output_tokens": 190,
+    "total_tokens": 14715,
+    "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": 18349.45,
+    "sql_execution_elapsed_ms_total": 5.72,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_024eb99029bb3c59/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_024eb99029bb3c59/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:33:06.881882+00:00",
+  "ended_at": "2026-05-19T15:33:25.231376+00:00",
+  "elapsed_ms": 18349.45,
+  "prompt_metrics": {
+    "chars": 8390,
+    "bytes_utf8": 8390,
+    "lines": 250,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1612,
+    "bytes_utf8": 1612,
+    "lines": 7,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 271,
+      "bytes_utf8": 271,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14525,
+      "cached_input_tokens": 12032,
+      "output_tokens": 190,
+      "reasoning_output_tokens": 114
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_d/c16/artifacts/v2q_c16_024eb99029bb3c59/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,250 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c16",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=ALIVE.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "ALIVE",
+    "top_k": 14,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 15.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_024eb99029bb3c59/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,7 @@
+{"type":"thread.started","thread_id":"019e40de-8bdc-7aa2-ac23-a060342487ae"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 15160. Please try again in 454ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1989883, Requested 15160. Please try again in 151ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1991087, Requested 15160. Please try again in 187ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"ALIVE\\\", COUNT(*) AS row_count\\nFROM \\\"c16\\\"\\nGROUP BY \\\"ALIVE\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the provided Grouped Count by Category template with group_col bound to ALIVE on the single table c16.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14525,"cached_input_tokens":12032,"output_tokens":190,"reasoning_output_tokens":114}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_024eb99029bb3c59/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"ALIVE\", COUNT(*) AS row_count\nFROM \"c16\"\nGROUP BY \"ALIVE\"\nORDER BY row_count DESC;","notes":"Uses the provided Grouped Count by Category template with group_col bound to ALIVE on the single table c16."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_03681b5c99b9253d/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8782, "bytes_utf8": 8782, "lines": 256, "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": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14643, "cached_input_tokens": 12032, "output_tokens": 332, "reasoning_output_tokens": 214}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_03681b5c99b9253d/cli/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": "c16",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c16_03681b5c99b9253d",
+    "api_calls": 0,
+    "input_tokens": 14643,
+    "cached_input_tokens": 12032,
+    "output_tokens": 332,
+    "total_tokens": 14975,
+    "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": 14386.04,
+    "sql_execution_elapsed_ms_total": 3.29,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_03681b5c99b9253d/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_03681b5c99b9253d/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:42:21.737162+00:00",
+  "ended_at": "2026-05-19T15:42:36.123236+00:00",
+  "elapsed_ms": 14386.04,
+  "prompt_metrics": {
+    "chars": 8782,
+    "bytes_utf8": 8782,
+    "lines": 256,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1136,
+    "bytes_utf8": 1136,
+    "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": 437,
+      "bytes_utf8": 437,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14643,
+      "cached_input_tokens": 12032,
+      "output_tokens": 332,
+      "reasoning_output_tokens": 214
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_03681b5c99b9253d/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,256 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c16",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=EYE, group_col_2=YEAR.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "EYE",
+    "group_col_2": "YEAR",
+    "predicate_col": "EYE",
+    "predicate_op": "=",
+    "predicate_value": "Green Eyes",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 15.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_03681b5c99b9253d/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40e7-0355-7723-a1a0-e23922a07cd5"}
+{"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 1986905, Requested 15278. Please try again in 65ms. 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_c2_filtered_group_count_2d\\nSELECT \\\"EYE\\\", \\\"YEAR\\\", COUNT(*) AS row_count\\nFROM \\\"c16\\\"\\nWHERE \\\"EYE\\\" = 'Green Eyes'\\nGROUP BY \\\"EYE\\\", \\\"YEAR\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the required filtered two-dimensional group count template with bindings group_col=\\\"EYE\\\", group_col_2=\\\"YEAR\\\", and predicate \\\"EYE\\\" = 'Green Eyes'. Identifier quoting uses double quotes for SQLite compatibility.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14643,"cached_input_tokens":12032,"output_tokens":332,"reasoning_output_tokens":214}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_03681b5c99b9253d/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"EYE\", \"YEAR\", COUNT(*) AS row_count\nFROM \"c16\"\nWHERE \"EYE\" = 'Green Eyes'\nGROUP BY \"EYE\", \"YEAR\"\nORDER BY row_count DESC;","notes":"Applied the required filtered two-dimensional group count template with bindings group_col=\"EYE\", group_col_2=\"YEAR\", and predicate \"EYE\" = 'Green Eyes'. Identifier quoting uses double quotes for SQLite compatibility."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:01.522637+00:00",
+  "ended_at": "2026-05-19T16:07:04.774203+00:00",
+  "elapsed_ms": 3251.54,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8470,
+    "bytes_utf8": 8470,
+    "lines": 250,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:05.776218+00:00",
+  "ended_at": "2026-05-19T16:07:08.951115+00:00",
+  "elapsed_ms": 3174.85,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8470,
+    "bytes_utf8": 8470,
+    "lines": 250,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,250 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+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": "c16",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=GSM.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "GSM",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 213203.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,250 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+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": "c16",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=GSM.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "GSM",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 213203.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-979a-7632-b66d-acf783ca0009"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-979a-7632-b66d-acf783ca0009"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-a828-7380-8ee3-25840fc0a53e"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_043cdf1fd40e5858/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-a828-7380-8ee3-25840fc0a53e"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:35.133167+00:00",
+  "ended_at": "2026-05-19T16:07:37.729293+00:00",
+  "elapsed_ms": 2596.1,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8470,
+    "bytes_utf8": 8470,
+    "lines": 250,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:38.730749+00:00",
+  "ended_at": "2026-05-19T16:07:41.929709+00:00",
+  "elapsed_ms": 3198.93,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8470,
+    "bytes_utf8": 8470,
+    "lines": 250,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,250 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+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": "c16",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=YEAR.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "YEAR",
+    "top_k": 10,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 2003.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,250 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+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": "c16",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=YEAR.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "YEAR",
+    "top_k": 10,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 2003.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-1ad2-78c3-a3ad-6b9850ff1de7"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-1ad2-78c3-a3ad-6b9850ff1de7"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-28f4-7cd0-98ad-96b8c1b97a63"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_044fb57aa4f6a5e7/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-28f4-7cd0-98ad-96b8c1b97a63"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_04b0db29ab4f00b7/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8473, "bytes_utf8": 8473, "lines": 252, "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": 369, "bytes_utf8": 369, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14551, "cached_input_tokens": 0, "output_tokens": 353, "reasoning_output_tokens": 251}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_04b0db29ab4f00b7/cli/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": "c16",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c16_04b0db29ab4f00b7",
+    "api_calls": 0,
+    "input_tokens": 14551,
+    "cached_input_tokens": 0,
+    "output_tokens": 353,
+    "total_tokens": 14904,
+    "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": 10915.87,
+    "sql_execution_elapsed_ms_total": 8.13,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_04b0db29ab4f00b7/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_04b0db29ab4f00b7/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:29:02.120195+00:00",
+  "ended_at": "2026-05-19T15:29:13.036111+00:00",
+  "elapsed_ms": 10915.87,
+  "prompt_metrics": {
+    "chars": 8473,
+    "bytes_utf8": 8473,
+    "lines": 252,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 723,
+    "bytes_utf8": 723,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 369,
+      "bytes_utf8": 369,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14551,
+      "cached_input_tokens": 0,
+      "output_tokens": 353,
+      "reasoning_output_tokens": 251
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_04b0db29ab4f00b7/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,252 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c16",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=HAIR, measure_col=YEAR.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "HAIR",
+    "measure_col": "YEAR",
+    "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": 2003.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_04b0db29ab4f00b7/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40da-cfd2-7492-8ece-790eba97fb3c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"HAIR\\\", SUM(CAST(\\\"YEAR\\\" AS INTEGER)) AS total_measure\\nFROM \\\"c16\\\"\\nGROUP BY \\\"HAIR\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned Grouped Numeric Sum template with group_col=\\\"HAIR\\\" and measure_col=\\\"YEAR\\\". Cast \\\"YEAR\\\" to INTEGER because the schema snapshot shows it is stored as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14551,"cached_input_tokens":0,"output_tokens":353,"reasoning_output_tokens":251}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_04b0db29ab4f00b7/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"HAIR\", SUM(CAST(\"YEAR\" AS INTEGER)) AS total_measure\nFROM \"c16\"\nGROUP BY \"HAIR\"\nORDER BY total_measure DESC;","notes":"Used the planned Grouped Numeric Sum template with group_col=\"HAIR\" and measure_col=\"YEAR\". Cast \"YEAR\" to INTEGER because the schema snapshot shows it is stored as TEXT in SQLite."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_08018b6323e9cef0/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8798, "bytes_utf8": 8798, "lines": 256, "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": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14646, "cached_input_tokens": 13696, "output_tokens": 449, "reasoning_output_tokens": 332}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_08018b6323e9cef0/cli/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": "c16",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c16_08018b6323e9cef0",
+    "api_calls": 0,
+    "input_tokens": 14646,
+    "cached_input_tokens": 13696,
+    "output_tokens": 449,
+    "total_tokens": 15095,
+    "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": 12743.15,
+    "sql_execution_elapsed_ms_total": 1.34,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_08018b6323e9cef0/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_08018b6323e9cef0/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:42:47.729414+00:00",
+  "ended_at": "2026-05-19T15:43:00.472590+00:00",
+  "elapsed_ms": 12743.15,
+  "prompt_metrics": {
+    "chars": 8798,
+    "bytes_utf8": 8798,
+    "lines": 256,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 777,
+    "bytes_utf8": 777,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 402,
+      "bytes_utf8": 402,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14646,
+      "cached_input_tokens": 13696,
+      "output_tokens": 449,
+      "reasoning_output_tokens": 332
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "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_d/c16/artifacts/v2q_c16_08018b6323e9cef0/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,256 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c16
+- dataset_name: Fivethirtyeight Comic Characters Dataset
+- table_name: c16
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 12 feature columns and target `EYE`.
+- task_type: classification
+- target_column: EYE
+- main_row_count: 6896
+- important_fields:
+- page_id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for page id.
+- name: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for name.
+- urlslug: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for urlslug.
+- ID: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'missingness_candidate'] desc=Identifier-like field for ID.
+- ALIGN: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIGN.
+- EYE: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate', 'missingness_candidate'] desc=Target field for EYE.
+- HAIR: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for HAIR.
+- SEX: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for SEX.
+- GSM: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for GSM.
+- ALIVE: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ALIVE.
+- APPEARANCES: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for APPEARANCES.
+- FIRST APPEARANCE: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for FIRST APPEARANCE.
+- YEAR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for YEAR.
+- useful_field_combinations: [['ALIGN', 'EYE', 'EYE'], ['ALIGN', 'APPEARANCES', 'EYE'], ['ALIGN', 'ALIGN', 'EYE']]
+- fields_requiring_caution: ['EYE', 'APPEARANCES', 'FIRST APPEARANCE', 'ID', 'ALIGN']
+- source_url: https://www.kaggle.com/datasets/fivethirtyeight/fivethirtyeight-comic-characters-dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "c16",
+  "quoted_table_name": "\"c16\"",
+  "row_count": 6896,
+  "columns": [
+    {
+      "name": "page_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "name",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "urlslug",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ID",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIGN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "EYE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HAIR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SEX",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "GSM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALIVE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APPEARANCES",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "FIRST APPEARANCE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "YEAR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "page_id": "1422",
+      "name": "Batman (Bruce Wayne)",
+      "urlslug": "\\/wiki\\/Batman_(Bruce_Wayne)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "3093",
+      "FIRST APPEARANCE": "1939, May",
+      "YEAR": "1939"
+    },
+    {
+      "page_id": "23387",
+      "name": "Superman (Clark Kent)",
+      "urlslug": "\\/wiki\\/Superman_(Clark_Kent)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "2496",
+      "FIRST APPEARANCE": "1986, October",
+      "YEAR": "1986"
+    },
+    {
+      "page_id": "1458",
+      "name": "Green Lantern (Hal Jordan)",
+      "urlslug": "\\/wiki\\/Green_Lantern_(Hal_Jordan)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "Brown Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1565",
+      "FIRST APPEARANCE": "1959, October",
+      "YEAR": "1959"
+    },
+    {
+      "page_id": "1659",
+      "name": "James Gordon (New Earth)",
+      "urlslug": "\\/wiki\\/James_Gordon_(New_Earth)",
+      "ID": "Public Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Brown Eyes",
+      "HAIR": "White Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1316",
+      "FIRST APPEARANCE": "1987, February",
+      "YEAR": "1987"
+    },
+    {
+      "page_id": "1576",
+      "name": "Richard Grayson (New Earth)",
+      "urlslug": "\\/wiki\\/Richard_Grayson_(New_Earth)",
+      "ID": "Secret Identity",
+      "ALIGN": "Good Characters",
+      "EYE": "Blue Eyes",
+      "HAIR": "Black Hair",
+      "SEX": "Male Characters",
+      "GSM": "",
+      "ALIVE": "Living Characters",
+      "APPEARANCES": "1237",
+      "FIRST APPEARANCE": "1940, April",
+      "YEAR": "1940"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c16",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=HAIR, group_col_2=GSM.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "HAIR",
+    "group_col_2": "GSM",
+    "predicate_col": "SEX",
+    "predicate_op": "=",
+    "predicate_value": "Transgender Characters",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 213203.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_08018b6323e9cef0/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e7-68a9-7063-ab77-aa67690e4947"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"HAIR\\\", \\\"GSM\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c16\\\"\\nWHERE \\\"SEX\\\" = 'Transgender Characters'\\nGROUP BY \\\"HAIR\\\", \\\"GSM\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"HAIR\\\" and \\\"GSM\\\" as grouping columns, filtered to rows where \\\"SEX\\\" = 'Transgender Characters'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14646,"cached_input_tokens":13696,"output_tokens":449,"reasoning_output_tokens":332}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_08018b6323e9cef0/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"HAIR\", \"GSM\", COUNT(*) AS \"row_count\"\nFROM \"c16\"\nWHERE \"SEX\" = 'Transgender Characters'\nGROUP BY \"HAIR\", \"GSM\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with \"HAIR\" and \"GSM\" as grouping columns, filtered to rows where \"SEX\" = 'Transgender Characters'."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_0ac334183130637b/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8903, "bytes_utf8": 8903, "lines": 254, "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": 722, "bytes_utf8": 722, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14675, "cached_input_tokens": 12032, "output_tokens": 730, "reasoning_output_tokens": 516}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_0ac334183130637b/cli/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": "c16",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c16_0ac334183130637b",
+    "api_calls": 0,
+    "input_tokens": 14675,
+    "cached_input_tokens": 12032,
+    "output_tokens": 730,
+    "total_tokens": 15405,
+    "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": 14013.36,
+    "sql_execution_elapsed_ms_total": 21.77,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c16/artifacts/v2q_c16_0ac334183130637b/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}