Add files using upload-large-folder tool

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/conversation.jsonl

@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 17087, "bytes_utf8": 17087, "lines": 480, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 17087, "bytes_utf8": 17087, "lines": 480, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 1203, "bytes_utf8": 1203, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16695, "cached_input_tokens": 15744, "output_tokens": 863, "reasoning_output_tokens": 516}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "m12",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_m12_019d6b006b7de3e4",
+    "api_calls": 0,
+    "input_tokens": 16695,
+    "cached_input_tokens": 15744,
+    "output_tokens": 863,
+    "total_tokens": 17558,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 18874.02,
+    "sql_execution_elapsed_ms_total": 334.07,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:52:54.550844+00:00",
+  "ended_at": "2026-05-19T15:52:57.983861+00:00",
+  "elapsed_ms": 3432.99,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 17087,
+    "bytes_utf8": 17087,
+    "lines": 480,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:52:58.986281+00:00",
+  "ended_at": "2026-05-19T15:53:14.427359+00:00",
+  "elapsed_ms": 15441.03,
+  "prompt_metrics": {
+    "chars": 17087,
+    "bytes_utf8": 17087,
+    "lines": 480,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1684,
+    "bytes_utf8": 1684,
+    "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": 1203,
+      "bytes_utf8": 1203,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16695,
+      "cached_input_tokens": 15744,
+      "output_tokens": 863,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,480 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "m12",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=arrival_date_year, measure_col=lead_time.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "arrival_date_year",
+    "measure_col": "lead_time",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 53.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,480 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "m12",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=arrival_date_year, measure_col=lead_time.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "arrival_date_year",
+    "measure_col": "lead_time",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 53.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-ab17-7fd2-8f4b-b051c87bd344"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-ab17-7fd2-8f4b-b051c87bd344"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-bc7e-7eb2-924d-c8d5cd74e2cb"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"arrival_date_year\\\",\\n    CAST(\\\"lead_time\\\" AS REAL) AS \\\"lead_time_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"arrival_date_year\\\"\\n      ORDER BY CAST(\\\"lead_time\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (PARTITION BY \\\"arrival_date_year\\\") AS \\\"cnt\\\"\\n  FROM \\\"m12\\\"\\n  WHERE \\\"arrival_date_year\\\" IS NOT NULL\\n    AND TRIM(\\\"arrival_date_year\\\") <> ''\\n    AND \\\"lead_time\\\" IS NOT NULL\\n    AND TRIM(\\\"lead_time\\\") <> ''\\n),\\n\\\"thresholded\\\" AS (\\n  SELECT\\n    \\\"arrival_date_year\\\",\\n    \\\"lead_time_value\\\",\\n    \\\"rn\\\",\\n    \\\"cnt\\\",\\n    CAST(((95 * \\\"cnt\\\") + 99) / 100 AS INTEGER) AS \\\"target_rn\\\"\\n  FROM \\\"ranked\\\"\\n)\\nSELECT\\n  \\\"arrival_date_year\\\",\\n  MIN(\\\"lead_time_value\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"thresholded\\\"\\nWHERE \\\"rn\\\" >= \\\"target_rn\\\"\\nGROUP BY \\\"arrival_date_year\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this emulates the 0.95 percentile per arrival_date_year by selecting the smallest lead_time at or above the 95th-percentile rank. \\\"lead_time\\\" is cast from TEXT to REAL for numeric ordering.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16695,"cached_input_tokens":15744,"output_tokens":863,"reasoning_output_tokens":516}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/sql_response_attempt_2.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"arrival_date_year\",\n    CAST(\"lead_time\" AS REAL) AS \"lead_time_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"arrival_date_year\"\n      ORDER BY CAST(\"lead_time\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (PARTITION BY \"arrival_date_year\") AS \"cnt\"\n  FROM \"m12\"\n  WHERE \"arrival_date_year\" IS NOT NULL\n    AND TRIM(\"arrival_date_year\") <> ''\n    AND \"lead_time\" IS NOT NULL\n    AND TRIM(\"lead_time\") <> ''\n),\n\"thresholded\" AS (\n  SELECT\n    \"arrival_date_year\",\n    \"lead_time_value\",\n    \"rn\",\n    \"cnt\",\n    CAST(((95 * \"cnt\") + 99) / 100 AS INTEGER) AS \"target_rn\"\n  FROM \"ranked\"\n)\nSELECT\n  \"arrival_date_year\",\n  MIN(\"lead_time_value\") AS \"percentile_measure\"\nFROM \"thresholded\"\nWHERE \"rn\" >= \"target_rn\"\nGROUP BY \"arrival_date_year\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this emulates the 0.95 percentile per arrival_date_year by selecting the smallest lead_time at or above the 95th-percentile rank. \"lead_time\" is cast from TEXT to REAL for numeric ordering."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:52:18.503622+00:00",
+  "ended_at": "2026-05-19T15:52:21.860527+00:00",
+  "elapsed_ms": 3356.88,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 17464,
+    "bytes_utf8": 17464,
+    "lines": 480,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:52:22.863097+00:00",
+  "ended_at": "2026-05-19T15:52:26.151476+00:00",
+  "elapsed_ms": 3288.34,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 17464,
+    "bytes_utf8": 17464,
+    "lines": 480,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,480 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "m12",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=reservation_status, measure_col=company.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "reservation_status",
+    "measure_col": "company",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 197.8,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,480 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "m12",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=reservation_status, measure_col=company.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "reservation_status",
+    "measure_col": "company",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 197.8,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-1e64-7f02-a1a0-56e967b9f206"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-1e64-7f02-a1a0-56e967b9f206"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-2f46-75a3-8e9d-4a13ed075355"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_054db4cfee2eed19/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-2f46-75a3-8e9d-4a13ed075355"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05de8da3ad43140e/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 17083, "bytes_utf8": 17083, "lines": 478, "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": 721, "bytes_utf8": 721, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16714, "cached_input_tokens": 15744, "output_tokens": 717, "reasoning_output_tokens": 516}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05de8da3ad43140e/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": "m12",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_m12_05de8da3ad43140e",
+    "api_calls": 0,
+    "input_tokens": 16714,
+    "cached_input_tokens": 15744,
+    "output_tokens": 717,
+    "total_tokens": 17431,
+    "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": 16452.38,
+    "sql_execution_elapsed_ms_total": 178.29,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05de8da3ad43140e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05de8da3ad43140e/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:47:10.778863+00:00",
+  "ended_at": "2026-05-19T15:47:27.231287+00:00",
+  "elapsed_ms": 16452.38,
+  "prompt_metrics": {
+    "chars": 17083,
+    "bytes_utf8": 17083,
+    "lines": 478,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1108,
+    "bytes_utf8": 1108,
+    "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": 721,
+      "bytes_utf8": 721,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16714,
+      "cached_input_tokens": 15744,
+      "output_tokens": 717,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05de8da3ad43140e/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,478 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_quantile_tail_slice",
+    "template_name": "Quantile Tail Slice",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "m12",
+  "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=days_in_waiting_list.",
+  "planned_template_id": "tpl_m4_quantile_tail_slice",
+  "bindings": {
+    "measure_col": "days_in_waiting_list",
+    "top_k": 12,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 101.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05de8da3ad43140e/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40eb-6cad-72a3-81e8-95280c23801c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH \\\"buckets\\\" AS (\\n  SELECT\\n    CAST(NULLIF(\\\"days_in_waiting_list\\\", '') AS INTEGER) AS \\\"days_in_waiting_list\\\",\\n    NTILE(10) OVER (\\n      ORDER BY CAST(NULLIF(\\\"days_in_waiting_list\\\", '') AS INTEGER) DESC\\n    ) AS \\\"tail_bucket\\\"\\n  FROM \\\"m12\\\"\\n  WHERE NULLIF(\\\"days_in_waiting_list\\\", '') IS NOT NULL\\n)\\nSELECT \\\"days_in_waiting_list\\\"\\nFROM \\\"buckets\\\"\\nWHERE \\\"tail_bucket\\\" = 1\\nORDER BY \\\"days_in_waiting_list\\\" DESC;\",\"notes\":\"Used the Quantile Tail Slice template with measure_col bound to \\\"days_in_waiting_list\\\" and num_tiles=10. Casted the TEXT field to INTEGER for numeric ordering and filtered blank values before assigning NTILE buckets.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16714,"cached_input_tokens":15744,"output_tokens":717,"reasoning_output_tokens":516}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05de8da3ad43140e/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH \"buckets\" AS (\n  SELECT\n    CAST(NULLIF(\"days_in_waiting_list\", '') AS INTEGER) AS \"days_in_waiting_list\",\n    NTILE(10) OVER (\n      ORDER BY CAST(NULLIF(\"days_in_waiting_list\", '') AS INTEGER) DESC\n    ) AS \"tail_bucket\"\n  FROM \"m12\"\n  WHERE NULLIF(\"days_in_waiting_list\", '') IS NOT NULL\n)\nSELECT \"days_in_waiting_list\"\nFROM \"buckets\"\nWHERE \"tail_bucket\" = 1\nORDER BY \"days_in_waiting_list\" DESC;","notes":"Used the Quantile Tail Slice template with measure_col bound to \"days_in_waiting_list\" and num_tiles=10. Casted the TEXT field to INTEGER for numeric ordering and filtered blank values before assigning NTILE buckets."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 17735, "bytes_utf8": 17735, "lines": 483, "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": 664, "bytes_utf8": 664, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16869, "cached_input_tokens": 12032, "output_tokens": 486, "reasoning_output_tokens": 307}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/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": "m12",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_m12_0abdd7583ba915ec",
+    "api_calls": 0,
+    "input_tokens": 16869,
+    "cached_input_tokens": 12032,
+    "output_tokens": 486,
+    "total_tokens": 17355,
+    "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": 9902.22,
+    "sql_execution_elapsed_ms_total": 74.12,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:41:55.008282+00:00",
+  "ended_at": "2026-05-19T15:42:04.910536+00:00",
+  "elapsed_ms": 9902.22,
+  "prompt_metrics": {
+    "chars": 17735,
+    "bytes_utf8": 17735,
+    "lines": 483,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1029,
+    "bytes_utf8": 1029,
+    "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": 664,
+      "bytes_utf8": 664,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16869,
+      "cached_input_tokens": 12032,
+      "output_tokens": 486,
+      "reasoning_output_tokens": 307
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,483 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "m12",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_repeated_guest, condition_col=hotel.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "is_repeated_guest",
+    "condition_col": "hotel",
+    "condition_value": "City Hotel",
+    "positive_value": "City Hotel",
+    "negative_value": "Resort Hotel",
+    "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": 53.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e6-9ab4-77d2-9cdf-67c9834226a5"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"is_repeated_guest\\\",\\n           SUM(CASE WHEN \\\"hotel\\\" = 'City Hotel' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"hotel\\\" = 'Resort Hotel' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"m12\\\"\\n    GROUP BY \\\"is_repeated_guest\\\"\\n)\\nSELECT \\\"is_repeated_guest\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Groups by \\\"is_repeated_guest\\\" and computes the City Hotel to Resort Hotel ratio; returns NULL when a group has no Resort Hotel rows.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16869,"cached_input_tokens":12032,"output_tokens":486,"reasoning_output_tokens":307}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"is_repeated_guest\",\n           SUM(CASE WHEN \"hotel\" = 'City Hotel' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"hotel\" = 'Resort Hotel' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"m12\"\n    GROUP BY \"is_repeated_guest\"\n)\nSELECT \"is_repeated_guest\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Groups by \"is_repeated_guest\" and computes the City Hotel to Resort Hotel ratio; returns NULL when a group has no Resort Hotel rows."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/conversation.jsonl

@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16902, "bytes_utf8": 16902, "lines": 478, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 16902, "bytes_utf8": 16902, "lines": 478, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 359, "bytes_utf8": 359, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16666, "cached_input_tokens": 12032, "output_tokens": 194, "reasoning_output_tokens": 100}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "m12",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_m12_0e4b12ac713d4a5f",
+    "api_calls": 0,
+    "input_tokens": 16666,
+    "cached_input_tokens": 12032,
+    "output_tokens": 194,
+    "total_tokens": 16860,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10470.11,
+    "sql_execution_elapsed_ms_total": 58.13,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:09.236464+00:00",
+  "ended_at": "2026-05-19T16:06:12.606837+00:00",
+  "elapsed_ms": 3370.35,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 16902,
+    "bytes_utf8": 16902,
+    "lines": 478,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:13.609804+00:00",
+  "ended_at": "2026-05-19T16:06:20.709604+00:00",
+  "elapsed_ms": 7099.76,
+  "prompt_metrics": {
+    "chars": 16902,
+    "bytes_utf8": 16902,
+    "lines": 478,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 720,
+    "bytes_utf8": 720,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 359,
+      "bytes_utf8": 359,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16666,
+      "cached_input_tokens": 12032,
+      "output_tokens": 194,
+      "reasoning_output_tokens": 100
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,478 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=distribution_channel.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "distribution_channel",
+    "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": 223.0,
+    "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_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,478 @@
+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: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=distribution_channel.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "distribution_channel",
+    "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": 223.0,
+    "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_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_response_attempt_1.raw.txt

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+{"type":"thread.started","thread_id":"019e40fc-cb4a-78e1-8229-078ca79a5516"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_response_attempt_1.txt

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+{"type":"thread.started","thread_id":"019e40fc-cb4a-78e1-8229-078ca79a5516"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-dc6e-7df0-952d-dfb1a115f150"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"distribution_channel\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"m12\\\"\\nGROUP BY \\\"distribution_channel\\\"\\nORDER BY \\\"support\\\" ASC, \\\"distribution_channel\\\"\\nLIMIT 12;\",\"notes\":\"Applied the Low-Support Group Count template with group_col bound to \\\"distribution_channel\\\" and top_k=12.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16666,"cached_input_tokens":12032,"output_tokens":194,"reasoning_output_tokens":100}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0e4b12ac713d4a5f/cli/sql_response_attempt_2.txt

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+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"distribution_channel\",\n    COUNT(*) AS \"support\"\nFROM \"m12\"\nGROUP BY \"distribution_channel\"\nORDER BY \"support\" ASC, \"distribution_channel\"\nLIMIT 12;","notes":"Applied the Low-Support Group Count template with group_col bound to \"distribution_channel\" and top_k=12."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_100f748beb8bff70/cli/conversation.jsonl

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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 17244, "bytes_utf8": 17244, "lines": 484, "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": 501, "bytes_utf8": 501, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16752, "cached_input_tokens": 12032, "output_tokens": 384, "reasoning_output_tokens": 257}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_100f748beb8bff70/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": "m12",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_m12_100f748beb8bff70",
+    "api_calls": 0,
+    "input_tokens": 16752,
+    "cached_input_tokens": 12032,
+    "output_tokens": 384,
+    "total_tokens": 17136,
+    "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": 9874.09,
+    "sql_execution_elapsed_ms_total": 83.59,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_100f748beb8bff70/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}