拾穗数据工作室SQL 评测报告与证据

案例记录 case-run-00016

运行 #11/correlated_segment_average

相关子查询分群均值

找出金额高于同客户分群已完成订单平均金额的已完成订单,输出 order_id、customer_id、segment、total_amount、segment_avg_amount,并按 total_amount 降序、order_id 升序;必须使用外层引用的相关子查询。

运行信息

以下字段来自本次运行的冻结记录。

run#11
case run#16
attempt1
statuscompleted
token total19,434
estimated cost不可估算
model generation未记录
SQL execution237ms
adaptercodex_cli
response modetext
requested modelgpt-5.6-sol
resolved modelgpt-5.6-sol
provider request id未提供
started2026年8月29日 16:26
finished2026年8月29日 16:26
suite hash0a4a18b4374f510f5eff18b06272c30c3375e1f082ae405adc8ead7dd9c81556

模型输入

显示本次实际保存的完整 Prompt。

你是 Text-to-SQL 生成器。只生成完成问题所需的 SQL 和简短可见摘要,不输出隐藏推理。

方言与安全规则:
Use DuckDB SQL. Return exactly one read-only query. Do not access files, URLs, extensions, or schemas outside the supplied tables.

数据库结构:
{"semantic_relationships":[{"cardinality":"many_to_one","from_entity":"order","sql_on":"fact_orders.customer_id = dim_customers.customer_id","to_entity":"customer"},{"cardinality":"many_to_one","from_entity":"order","sql_on":"fact_orders.channel_id = dim_channels.channel_id","to_entity":"channel"},{"cardinality":"many_to_one","from_entity":"order_item","sql_on":"fact_order_items.order_id = fact_orders.order_id","to_entity":"order"},{"cardinality":"many_to_one","from_entity":"order_item","sql_on":"fact_order_items.product_id = dim_products.product_id","to_entity":"product"},{"cardinality":"many_to_one","from_entity":"payment","sql_on":"fact_payments.order_id = fact_orders.order_id","to_entity":"order"},{"cardinality":"many_to_one","from_entity":"return","sql_on":"fact_returns.order_id = fact_order_items.order_id AND fact_returns.line_no = fact_order_items.line_no","to_entity":"order_item"}],"tables":[{"columns":[{"data_type":"BIGINT","name":"channel_id","nullable":false},{"data_type":"VARCHAR","name":"channel_name","nullable":false},{"data_type":"VARCHAR","name":"channel_type","nullable":false}],"foreign_keys":[],"name":"dim_channels","primary_key":["channel_id"]},{"columns":[{"data_type":"BIGINT","name":"customer_id","nullable":false},{"data_type":"VARCHAR","name":"customer_name","nullable":false},{"data_type":"VARCHAR","name":"city","nullable":true},{"data_type":"DATE","name":"signup_date","nullable":false},{"data_type":"VARCHAR","name":"segment","nullable":false}],"foreign_keys":[],"name":"dim_customers","primary_key":["customer_id"]},{"columns":[{"data_type":"BIGINT","name":"product_id","nullable":false},{"data_type":"VARCHAR","name":"product_name","nullable":false},{"data_type":"VARCHAR","name":"category","nullable":false},{"data_type":"VARCHAR","name":"brand","nullable":false},{"data_type":"DECIMAL(14,2)","name":"list_price","nullable":false}],"foreign_keys":[],"name":"dim_products","primary_key":["product_id"]},{"columns":[{"data_type":"BIGINT","name":"order_id","nullable":false},{"data_type":"BIGINT","name":"line_no","nullable":false},{"data_type":"BIGINT","name":"product_id","nullable":false},{"data_type":"BIGINT","name":"quantity","nullable":false},{"data_type":"DECIMAL(14,2)","name":"unit_price","nullable":false},{"data_type":"DECIMAL(14,2)","name":"discount_amount","nullable":false}],"foreign_keys":[{"columns":["order_id"],"referenced_columns":["order_id"],"referenced_table":"fact_orders"},{"columns":["product_id"],"referenced_columns":["product_id"],"referenced_table":"dim_products"}],"name":"fact_order_items","primary_key":["order_id","line_no"]},{"columns":[{"data_type":"BIGINT","name":"order_id","nullable":false},{"data_type":"BIGINT","name":"customer_id","nullable":false},{"data_type":"BIGINT","name":"channel_id","nullable":false},{"data_type":"DATE","name":"order_date","nullable":false},{"data_type":"VARCHAR","name":"status","nullable":false},{"data_type":"DECIMAL(14,2)","name":"total_amount","nullable":false}],"foreign_keys":[{"columns":["customer_id"],"referenced_columns":["customer_id"],"referenced_table":"dim_customers"},{"columns":["channel_id"],"referenced_columns":["channel_id"],"referenced_table":"dim_channels"}],"name":"fact_orders","primary_key":["order_id"]},{"columns":[{"data_type":"BIGINT","name":"payment_id","nullable":false},{"data_type":"BIGINT","name":"order_id","nullable":false},{"data_type":"TIMESTAMP","name":"paid_at","nullable":false},{"data_type":"VARCHAR","name":"payment_method","nullable":false},{"data_type":"DECIMAL(14,2)","name":"amount","nullable":false},{"data_type":"VARCHAR","name":"status","nullable":false}],"foreign_keys":[{"columns":["order_id"],"referenced_columns":["order_id"],"referenced_table":"fact_orders"}],"name":"fact_payments","primary_key":["payment_id"]},{"columns":[{"data_type":"BIGINT","name":"return_id","nullable":false},{"data_type":"BIGINT","name":"order_id","nullable":false},{"data_type":"BIGINT","name":"line_no","nullable":false},{"data_type":"TIMESTAMP","name":"returned_at","nullable":false},{"data_type":"BIGINT","name":"return_qty","nullable":false},{"data_type":"DECIMAL(14,2)","name":"refund_amount","nullable":false},{"data_type":"VARCHAR","name":"reason","nullable":true}],"foreign_keys":[{"columns":["order_id","line_no"],"referenced_columns":["order_id","line_no"],"referenced_table":"fact_order_items"}],"name":"fact_returns","primary_key":["return_id"]}]}

语义层与业务口径:
{"business_rules":["完成订单仅指 fact_orders.status = 'completed'。","净销售额为 quantity * unit_price - discount_amount。","paid、refunded、failed 金额只按 fact_payments.status 分类。","退货率为完成订单的 returned_qty / sold_qty,售出数量仅含完成订单。","月份按 UTC Gregorian calendar 计算。"],"dimensions":[{"data_type":"VARCHAR","description":"客户分群","expression":"dim_customers.segment","name":"customer_segment"},{"data_type":"VARCHAR","description":"商品品类","expression":"dim_products.category","name":"product_category"},{"data_type":"VARCHAR","description":"渠道类型","expression":"dim_channels.channel_type","name":"channel_type"},{"data_type":"VARCHAR","description":"UTC Gregorian 月份","expression":"strftime(fact_orders.order_date, '%Y-%m')","name":"order_month"}],"entities":[{"description":"客户主数据","grain":"每行一个客户","name":"customer","primary_key":["customer_id"],"table":"dim_customers"},{"description":"商品主数据","grain":"每行一个商品","name":"product","primary_key":["product_id"],"table":"dim_products"},{"description":"渠道主数据","grain":"每行一个渠道","name":"channel","primary_key":["channel_id"],"table":"dim_channels"},{"description":"订单头","grain":"每行一个订单","name":"order","primary_key":["order_id"],"table":"fact_orders"},{"description":"订单行","grain":"每行一个订单商品行","name":"order_item","primary_key":["order_id","line_no"],"table":"fact_order_items"},{"description":"支付尝试","grain":"每行一笔支付","name":"payment","primary_key":["payment_id"],"table":"fact_payments"},{"description":"退货记录","grain":"每行一条订单行退货","name":"return","primary_key":["return_id"],"table":"fact_returns"}],"metrics":[{"description":"已完成订单数","expression":"COUNT(DISTINCT CASE WHEN fact_orders.status = 'completed' THEN fact_orders.order_id END)","filters":["fact_orders.status = 'completed'"],"grain":"聚合","name":"completed_order_count"},{"description":"完成订单商品行净销售额","expression":"SUM(fact_order_items.quantity * fact_order_items.unit_price - fact_order_items.discount_amount)","filters":["fact_orders.status = 'completed'"],"grain":"聚合","name":"net_revenue"},{"description":"成功支付金额","expression":"SUM(CASE WHEN fact_payments.status = 'paid' THEN fact_payments.amount ELSE 0 END)","filters":[],"grain":"聚合","name":"paid_amount"},{"description":"退款状态支付金额","expression":"SUM(CASE WHEN fact_payments.status = 'refunded' THEN fact_payments.amount ELSE 0 END)","filters":[],"grain":"聚合","name":"refunded_amount"},{"description":"失败支付金额","expression":"SUM(CASE WHEN fact_payments.status = 'failed' THEN fact_payments.amount ELSE 0 END)","filters":[],"grain":"聚合","name":"failed_amount"},{"description":"完成订单退货数量除以售出数量","expression":"SUM(fact_returns.return_qty) / SUM(fact_order_items.quantity)","filters":["fact_orders.status = 'completed'"],"grain":"聚合","name":"return_rate"}],"relationships":[{"cardinality":"many_to_one","from_entity":"order","sql_on":"fact_orders.customer_id = dim_customers.customer_id","to_entity":"customer"},{"cardinality":"many_to_one","from_entity":"order","sql_on":"fact_orders.channel_id = dim_channels.channel_id","to_entity":"channel"},{"cardinality":"many_to_one","from_entity":"order_item","sql_on":"fact_order_items.order_id = fact_orders.order_id","to_entity":"order"},{"cardinality":"many_to_one","from_entity":"order_item","sql_on":"fact_order_items.product_id = dim_products.product_id","to_entity":"product"},{"cardinality":"many_to_one","from_entity":"payment","sql_on":"fact_payments.order_id = fact_orders.order_id","to_entity":"order"},{"cardinality":"many_to_one","from_entity":"return","sql_on":"fact_returns.order_id = fact_order_items.order_id AND fact_returns.line_no = fact_order_items.line_no","to_entity":"order_item"}]}

问题:
找出金额高于同客户分群已完成订单平均金额的已完成订单,输出 order_id、customer_id、segment、total_amount、segment_avg_amount,并按 total_amount 降序、order_id 升序;必须使用外层引用的相关子查询。

输出必须严格匹配此 JSON Schema:
{"additionalProperties":false,"properties":{"assumptions":{"items":{"type":"string"},"title":"Assumptions","type":"array"},"sql":{"title":"Sql","type":"string"},"summary":{"title":"Summary","type":"string"}},"required":["sql","summary","assumptions"],"title":"GenerationOutput","type":"object"}

调用请求(1)

按事件序号排列;密钥和 Authorization 已移除。

历史证据边界:完整 Prompt 已保存,但这次 codex_cli 记录没有保存底层 HTTP 报文或 CLI 参数。本站不会把推测内容伪装成原始请求;未来运行会在 provider.requested 中记录脱敏后的完整调用信封。

请求 #1SEQ 75
{
  "isolation_policy_hash": "788e04b0065f23bee6e63310b335a471eb4036212c4f226f27de456bde8ea2fe",
  "status": "running"
}

模型输出

分别显示原始响应、解析结果和 SQL。

原始响应 raw_output
{"sql":"SELECT\n    o.order_id,\n    o.customer_id,\n    c.segment,\n    o.total_amount,\n    (\n        SELECT AVG(o2.total_amount)\n        FROM fact_orders AS o2\n        JOIN dim_customers AS c2\n          ON c2.customer_id = o2.customer_id\n        WHERE o2.status = 'completed'\n          AND c2.segment = c.segment\n    ) AS segment_avg_amount\nFROM fact_orders AS o\nJOIN dim_customers AS c\n  ON c.customer_id = o.customer_id\nWHERE o.status = 'completed'\n  AND o.total_amount > (\n      SELECT AVG(o3.total_amount)\n      FROM fact_orders AS o3\n      JOIN dim_customers AS c3\n        ON c3.customer_id = o3.customer_id\n      WHERE o3.status = 'completed'\n        AND c3.segment = c.segment\n  )\nORDER BY o.total_amount DESC, o.order_id ASC;","summary":"返回金额高于其客户分群已完成订单平均金额的已完成订单,并按订单金额降序、订单 ID 升序排列。","assumptions":["订单金额采用 fact_orders.total_amount。","分群平均金额仅基于同 segment 且状态为 completed 的订单计算。"]}
结构化查询方案 plan

没有可解析方案。

模型生成 SQL
SELECT
    o.order_id,
    o.customer_id,
    c.segment,
    o.total_amount,
    (
        SELECT AVG(o2.total_amount)
        FROM fact_orders AS o2
        JOIN dim_customers AS c2
          ON c2.customer_id = o2.customer_id
        WHERE o2.status = 'completed'
          AND c2.segment = c.segment
    ) AS segment_avg_amount
FROM fact_orders AS o
JOIN dim_customers AS c
  ON c.customer_id = o.customer_id
WHERE o.status = 'completed'
  AND o.total_amount > (
      SELECT AVG(o3.total_amount)
      FROM fact_orders AS o3
      JOIN dim_customers AS c3
        ON c3.customer_id = o3.customer_id
      WHERE o3.status = 'completed'
        AND c3.segment = c.segment
  )
ORDER BY o.total_amount DESC, o.order_id ASC;
规范化 SQL
SELECT
  o.order_id,
  o.customer_id,
  c.segment,
  o.total_amount,
  (
    SELECT
      AVG(o2.total_amount)
    FROM fact_orders AS o2
    JOIN dim_customers AS c2
      ON c2.customer_id = o2.customer_id
    WHERE
      o2.status = 'completed' AND c2.segment = c.segment
  ) AS segment_avg_amount
FROM fact_orders AS o
JOIN dim_customers AS c
  ON c.customer_id = o.customer_id
WHERE
  o.status = 'completed'
  AND o.total_amount > (
    SELECT
      AVG(o3.total_amount)
    FROM fact_orders AS o3
    JOIN dim_customers AS c3
      ON c3.customer_id = o3.customer_id
    WHERE
      o3.status = 'completed' AND c3.segment = c.segment
  )
ORDER BY
  o.total_amount DESC,
  o.order_id ASC
Token 与耗时
{
  "token_usage": {
    "cache_write_input_tokens": 0,
    "cached_input_tokens": 0,
    "input_tokens": 19149,
    "output_tokens": 285,
    "reasoning_output_tokens": 0
  },
  "generation_ms": null,
  "execution_ms": 236.56695800309535
}

评分结果

包含评分明细、参考 SQL、结构要求、比较规则和结果差异。

评分明细 score
{
  "ast_rules": [
    {
      "details": {
        "actual": 2,
        "required": 1
      },
      "id": "correlated",
      "kind": "correlated_subquery",
      "passed": true
    }
  ],
  "column_count": 5,
  "column_names": 5,
  "execution": 10,
  "ordering": 10,
  "protocol": 5,
  "read_only_ast": 5,
  "row_f1": 45,
  "sql_capability": 15,
  "total": 100
}
参考 SQL
SELECT o.order_id, o.customer_id, c.segment, o.total_amount, a.segment_avg_amount FROM fact_orders o JOIN dim_customers c ON c.customer_id = o.customer_id JOIN LATERAL (SELECT ROUND(AVG(o2.total_amount), 2) AS segment_avg_amount FROM fact_orders o2 JOIN dim_customers c2 ON c2.customer_id = o2.customer_id WHERE o2.status = 'completed' AND c2.segment = c.segment) a ON TRUE WHERE o.status = 'completed' AND o.total_amount > a.segment_avg_amount ORDER BY o.total_amount DESC, o.order_id ASC
AST 结构要求
[
  {
    "id": "correlated",
    "kind": "correlated_subquery",
    "min": 1
  }
]
结果比较规则
{
  "abs_tolerance": "0.005",
  "decimal_scale": 2,
  "duplicate_policy": "multiset",
  "max_rows": 10000,
  "rel_tolerance": "0",
  "row_order_significant": true
}
期望结果预览
{
  "columns": [
    {
      "name": "order_id",
      "type": "BIGINT"
    },
    {
      "name": "customer_id",
      "type": "BIGINT"
    },
    {
      "name": "segment",
      "type": "VARCHAR"
    },
    {
      "name": "total_amount",
      "type": "DECIMAL(14,2)"
    },
    {
      "name": "segment_avg_amount",
      "type": "DOUBLE"
    }
  ],
  "digest": "9ff6d9203b1fe6cbdc9b4682f3a261e1ec9b367d85dd1e6c1256fc6d56144ed0",
  "row_count": 232,
  "rows": [
    [
      162,
      70,
      "core",
      "3834.75",
      "1213.07"
    ],
    [
      413,
      46,
      "core",
      "3468.75",
      "1213.07"
    ],
    [
      598,
      39,
      "vip",
      "3425.75",
      "1254.16"
    ],
    [
      234,
      109,
      "growth",
      "3290.25",
      "1117.24"
    ],
    [
      599,
      107,
      "vip",
      "3282.50",
      "1254.16"
    ],
    [
      562,
      59,
      "vip",
      "3278.25",
      "1254.16"
    ],
    [
      157,
      2,
      "core",
      "3065.50",
      "1213.07"
    ],
    [
      497,
      78,
      "core",
      "3039.75",
      "1213.07"
    ],
    [
      529,
      95,
      "vip",
      "3037.25",
      "1254.16"
    ],
    [
      94,
      80,
      "new",
      "3035.50",
      "1078.87"
    ],
    [
      315,
      65,
      "growth",
      "3006.75",
      "1117.24"
    ],
    [
      423,
      20,
      "new",
      "2991.50",
      "1078.87"
    ],
    [
      135,
      29,
      "growth",
      "2926.25",
      "1117.24"
    ],
    [
      532,
      85,
      "growth",
      "2868.25",
      "1117.24"
    ],
    [
      287,
      80,
      "new",
      "2831.00",
      "1078.87"
    ],
    [
      133,
      89,
      "growth",
      "2799.00",
      "1117.24"
    ],
    [
      93,
      44,
      "new",
      "2775.50",
      "1078.87"
    ],
    [
      36,
      65,
      "growth",
      "2756.25",
      "1117.24"
    ],
    [
      242,
      5,
      "growth",
      "2751.75",
      "1117.24"
    ],
    [
      44,
      59,
      "vip",
      "2743.00",
      "1254.16"
    ],
    [
      396,
      74,
      "core",
      "2737.25",
      "1213.07"
    ],
    [
      365,
      107,
      "vip",
      "2710.00",
      "1254.16"
    ],
    [
      238,
      14,
      "core",
      "2697.00",
      "1213.07"
    ],
    [
      198,
      10,
      "core",
      "2665.75",
      "1213.07"
    ],
    [
      117,
      92,
      "new",
      "2587.75",
      "1078.87"
    ],
    [
      403,
      43,
      "vip",
      "2573.00",
      "1254.16"
    ],
    [
      468,
      34,
      "core",
      "2459.50",
      "1213.07"
    ],
    [
      194,
      104,
      "new",
      "2419.00",
      "1078.87"
    ],
    [
      255,
      17,
      "growth",
      "2417.25",
      "1117.24"
    ],
    [
      327,
      43,
      "vip",
      "2405.75",
      "1254.16"
    ],
    [
      206,
      63,
      "vip",
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      "1254.16"
    ],
    [
      228,
      56,
      "new",
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    ],
    [
      503,
      44,
      "new",
      "2363.25",
      "1078.87"
    ],
    [
      587,
      85,
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      "2334.50",
      "1117.24"
    ],
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      556,
      98,
      "core",
      "2318.00",
      "1213.07"
    ],
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      38,
      95,
      "vip",
      "2307.75",
      "1254.16"
    ],
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      545,
      2,
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      "1213.07"
    ],
    [
      144,
      38,
      "core",
      "2272.25",
      "1213.07"
    ],
    [
      526,
      27,
      "vip",
      "2269.75",
      "1254.16"
    ],
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      183,
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    ],
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      506,
      21,
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      "1117.24"
    ],
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      386,
      39,
      "vip",
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    ],
    [
      272,
      32,
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      "1078.87"
    ],
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      258,
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    ],
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    ],
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    ],
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    ],
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      159,
      34,
      "core",
      "2060.50",
      "1213.07"
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}
实际结果预览
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}
摘要、错误与结果哈希
{
  "visible_summary": "返回金额高于其客户分群已完成订单平均金额的已完成订单,并按订单金额降序、订单 ID 升序排列。",
  "error_code": null,
  "error_message": null,
  "expected_digest": "9ff6d9203b1fe6cbdc9b4682f3a261e1ec9b367d85dd1e6c1256fc6d56144ed0",
  "actual_digest": "7c32b1ee8a3f5ebde7ffe5380537bb7f0e336db813586a2194f0006dcc416ff3",
  "assumptions": null
}

事件记录(7)

按全局事件序号排列,保留时间、级别、类型、消息和 payload。

SEQ 73case.startedinfo
{
  "status": "generating"
}
SEQ 74prompt.builtinfo
{
  "status": "completed"
}
SEQ 75provider.requestedinfo
{
  "isolation_policy_hash": "788e04b0065f23bee6e63310b335a471eb4036212c4f226f27de456bde8ea2fe",
  "status": "running"
}
SEQ 76provider.deltainfo
{
  "text": "{\"sql\":\"SELECT\\n    o.order_id,\\n    o.customer_id,\\n    c.segment,\\n    o.total_amount,\\n    (\\n        SELECT AVG(o2.total_amount)\\n        FROM fact_orders AS o2\\n        JOIN dim_customers AS c2\\n          ON c2.customer_id = o2.customer_id\\n        WHERE o2.status = 'completed'\\n          AND c2.segment = c.segment\\n    ) AS segment_avg_amount\\nFROM fact_orders AS o\\nJOIN dim_customers AS c\\n  ON c.customer_id = o.customer_id\\nWHERE o.status = 'completed'\\n  AND o.total_amount > (\\n      SELECT AVG(o3.total_amount)\\n      FROM fact_orders AS o3\\n      JOIN dim_customers AS c3\\n        ON c3.customer_id = o3.customer_id\\n      WHERE o3.status = 'completed'\\n        AND c3.segment = c.segment\\n  )\\nORDER BY o.total_amount DESC, o.order_id ASC;\",\"summary\":\"返回金额高于其客户分群已完成订单平均金额的已完成订单,并按订单金额降序、订单 ID 升序排列。\",\"assumptions\":[\"订单金额采用 fact_orders.total_amount。\",\"分群平均金额仅基于同 segment 且状态为 completed 的订单计算。\"]}"
}
SEQ 77provider.completedinfo
{
  "elapsed_ms": 19159.36325000075,
  "status": "completed",
  "token_usage": {
    "cache_write_input_tokens": 0,
    "cached_input_tokens": 0,
    "input_tokens": 19149,
    "output_tokens": 285,
    "reasoning_output_tokens": 0
  }
}
SEQ 78sql.parsedinfo
{
  "status": "completed"
}
SEQ 79score.completedinfo
{
  "score": 100,
  "status": "completed"
}

原始案例数据

完整 JSON 字段,不经过页面裁剪。

展开全部原始字段
{
  "actual_digest": "7c32b1ee8a3f5ebde7ffe5380537bb7f0e336db813586a2194f0006dcc416ff3",
  "assumptions": null,
  "attempt": 1,
  "category": "subquery",
  "comparison": {
    "abs_tolerance": "0.005",
    "decimal_scale": 2,
    "duplicate_policy": "multiset",
    "max_rows": 10000,
    "rel_tolerance": "0",
    "row_order_significant": true
  },
  "difficulty": "hard",
  "error_code": null,
  "error_message": null,
  "execution_ms": 236.56695800309535,
  "expected_digest": "9ff6d9203b1fe6cbdc9b4682f3a261e1ec9b367d85dd1e6c1256fc6d56144ed0",
  "expected_result_preview": {
    "columns": [
      {
        "name": "order_id",
        "type": "BIGINT"
      },
      {
        "name": "customer_id",
        "type": "BIGINT"
      },
      {
        "name": "segment",
        "type": "VARCHAR"
      },
      {
        "name": "total_amount",
        "type": "DECIMAL(14,2)"
      },
      {
        "name": "segment_avg_amount",
        "type": "DOUBLE"
      }
    ],
    "digest": "9ff6d9203b1fe6cbdc9b4682f3a261e1ec9b367d85dd1e6c1256fc6d56144ed0",
    "row_count": 232,
    "rows": [
      [
        162,
        70,
        "core",
        "3834.75",
        "1213.07"
      ],
      [
        413,
        46,
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  "finished_at": "2026-08-29T16:26:59.803871",
  "formatted_sql": "SELECT\n  o.order_id,\n  o.customer_id,\n  c.segment,\n  o.total_amount,\n  (\n    SELECT\n      AVG(o2.total_amount)\n    FROM fact_orders AS o2\n    JOIN dim_customers AS c2\n      ON c2.customer_id = o2.customer_id\n    WHERE\n      o2.status = 'completed' AND c2.segment = c.segment\n  ) AS segment_avg_amount\nFROM fact_orders AS o\nJOIN dim_customers AS c\n  ON c.customer_id = o.customer_id\nWHERE\n  o.status = 'completed'\n  AND o.total_amount > (\n    SELECT\n      AVG(o3.total_amount)\n    FROM fact_orders AS o3\n    JOIN dim_customers AS c3\n      ON c3.customer_id = o3.customer_id\n    WHERE\n      o3.status = 'completed' AND c3.segment = c.segment\n  )\nORDER BY\n  o.total_amount DESC,\n  o.order_id ASC",
  "generated_sql": "SELECT\n    o.order_id,\n    o.customer_id,\n    c.segment,\n    o.total_amount,\n    (\n        SELECT AVG(o2.total_amount)\n        FROM fact_orders AS o2\n        JOIN dim_customers AS c2\n          ON c2.customer_id = o2.customer_id\n        WHERE o2.status = 'completed'\n          AND c2.segment = c.segment\n    ) AS segment_avg_amount\nFROM fact_orders AS o\nJOIN dim_customers AS c\n  ON c.customer_id = o.customer_id\nWHERE o.status = 'completed'\n  AND o.total_amount > (\n      SELECT AVG(o3.total_amount)\n      FROM fact_orders AS o3\n      JOIN dim_customers AS c3\n        ON c3.customer_id = o3.customer_id\n      WHERE o3.status = 'completed'\n        AND c3.segment = c.segment\n  )\nORDER BY o.total_amount DESC, o.order_id ASC;",
  "generation_ms": null,
  "id": 16,
  "model_name": "Sol 本机实测",
  "model_run_id": 11,
  "plan": null,
  "prompt": "你是 Text-to-SQL 生成器。只生成完成问题所需的 SQL 和简短可见摘要,不输出隐藏推理。\n\n方言与安全规则:\nUse DuckDB SQL. Return exactly one read-only query. Do not access files, URLs, extensions, or schemas outside the supplied tables.\n\n数据库结构:\n{\"semantic_relationships\":[{\"cardinality\":\"many_to_one\",\"from_entity\":\"order\",\"sql_on\":\"fact_orders.customer_id = dim_customers.customer_id\",\"to_entity\":\"customer\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"order\",\"sql_on\":\"fact_orders.channel_id = dim_channels.channel_id\",\"to_entity\":\"channel\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"order_item\",\"sql_on\":\"fact_order_items.order_id = fact_orders.order_id\",\"to_entity\":\"order\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"order_item\",\"sql_on\":\"fact_order_items.product_id = dim_products.product_id\",\"to_entity\":\"product\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"payment\",\"sql_on\":\"fact_payments.order_id = fact_orders.order_id\",\"to_entity\":\"order\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"return\",\"sql_on\":\"fact_returns.order_id = fact_order_items.order_id AND fact_returns.line_no = fact_order_items.line_no\",\"to_entity\":\"order_item\"}],\"tables\":[{\"columns\":[{\"data_type\":\"BIGINT\",\"name\":\"channel_id\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"channel_name\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"channel_type\",\"nullable\":false}],\"foreign_keys\":[],\"name\":\"dim_channels\",\"primary_key\":[\"channel_id\"]},{\"columns\":[{\"data_type\":\"BIGINT\",\"name\":\"customer_id\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"customer_name\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"city\",\"nullable\":true},{\"data_type\":\"DATE\",\"name\":\"signup_date\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"segment\",\"nullable\":false}],\"foreign_keys\":[],\"name\":\"dim_customers\",\"primary_key\":[\"customer_id\"]},{\"columns\":[{\"data_type\":\"BIGINT\",\"name\":\"product_id\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"product_name\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"category\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"brand\",\"nullable\":false},{\"data_type\":\"DECIMAL(14,2)\",\"name\":\"list_price\",\"nullable\":false}],\"foreign_keys\":[],\"name\":\"dim_products\",\"primary_key\":[\"product_id\"]},{\"columns\":[{\"data_type\":\"BIGINT\",\"name\":\"order_id\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"line_no\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"product_id\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"quantity\",\"nullable\":false},{\"data_type\":\"DECIMAL(14,2)\",\"name\":\"unit_price\",\"nullable\":false},{\"data_type\":\"DECIMAL(14,2)\",\"name\":\"discount_amount\",\"nullable\":false}],\"foreign_keys\":[{\"columns\":[\"order_id\"],\"referenced_columns\":[\"order_id\"],\"referenced_table\":\"fact_orders\"},{\"columns\":[\"product_id\"],\"referenced_columns\":[\"product_id\"],\"referenced_table\":\"dim_products\"}],\"name\":\"fact_order_items\",\"primary_key\":[\"order_id\",\"line_no\"]},{\"columns\":[{\"data_type\":\"BIGINT\",\"name\":\"order_id\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"customer_id\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"channel_id\",\"nullable\":false},{\"data_type\":\"DATE\",\"name\":\"order_date\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"status\",\"nullable\":false},{\"data_type\":\"DECIMAL(14,2)\",\"name\":\"total_amount\",\"nullable\":false}],\"foreign_keys\":[{\"columns\":[\"customer_id\"],\"referenced_columns\":[\"customer_id\"],\"referenced_table\":\"dim_customers\"},{\"columns\":[\"channel_id\"],\"referenced_columns\":[\"channel_id\"],\"referenced_table\":\"dim_channels\"}],\"name\":\"fact_orders\",\"primary_key\":[\"order_id\"]},{\"columns\":[{\"data_type\":\"BIGINT\",\"name\":\"payment_id\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"order_id\",\"nullable\":false},{\"data_type\":\"TIMESTAMP\",\"name\":\"paid_at\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"payment_method\",\"nullable\":false},{\"data_type\":\"DECIMAL(14,2)\",\"name\":\"amount\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"status\",\"nullable\":false}],\"foreign_keys\":[{\"columns\":[\"order_id\"],\"referenced_columns\":[\"order_id\"],\"referenced_table\":\"fact_orders\"}],\"name\":\"fact_payments\",\"primary_key\":[\"payment_id\"]},{\"columns\":[{\"data_type\":\"BIGINT\",\"name\":\"return_id\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"order_id\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"line_no\",\"nullable\":false},{\"data_type\":\"TIMESTAMP\",\"name\":\"returned_at\",\"nullable\":false},{\"data_type\":\"BIGINT\",\"name\":\"return_qty\",\"nullable\":false},{\"data_type\":\"DECIMAL(14,2)\",\"name\":\"refund_amount\",\"nullable\":false},{\"data_type\":\"VARCHAR\",\"name\":\"reason\",\"nullable\":true}],\"foreign_keys\":[{\"columns\":[\"order_id\",\"line_no\"],\"referenced_columns\":[\"order_id\",\"line_no\"],\"referenced_table\":\"fact_order_items\"}],\"name\":\"fact_returns\",\"primary_key\":[\"return_id\"]}]}\n\n语义层与业务口径:\n{\"business_rules\":[\"完成订单仅指 fact_orders.status = 'completed'。\",\"净销售额为 quantity * unit_price - discount_amount。\",\"paid、refunded、failed 金额只按 fact_payments.status 分类。\",\"退货率为完成订单的 returned_qty / sold_qty,售出数量仅含完成订单。\",\"月份按 UTC Gregorian calendar 计算。\"],\"dimensions\":[{\"data_type\":\"VARCHAR\",\"description\":\"客户分群\",\"expression\":\"dim_customers.segment\",\"name\":\"customer_segment\"},{\"data_type\":\"VARCHAR\",\"description\":\"商品品类\",\"expression\":\"dim_products.category\",\"name\":\"product_category\"},{\"data_type\":\"VARCHAR\",\"description\":\"渠道类型\",\"expression\":\"dim_channels.channel_type\",\"name\":\"channel_type\"},{\"data_type\":\"VARCHAR\",\"description\":\"UTC Gregorian 月份\",\"expression\":\"strftime(fact_orders.order_date, '%Y-%m')\",\"name\":\"order_month\"}],\"entities\":[{\"description\":\"客户主数据\",\"grain\":\"每行一个客户\",\"name\":\"customer\",\"primary_key\":[\"customer_id\"],\"table\":\"dim_customers\"},{\"description\":\"商品主数据\",\"grain\":\"每行一个商品\",\"name\":\"product\",\"primary_key\":[\"product_id\"],\"table\":\"dim_products\"},{\"description\":\"渠道主数据\",\"grain\":\"每行一个渠道\",\"name\":\"channel\",\"primary_key\":[\"channel_id\"],\"table\":\"dim_channels\"},{\"description\":\"订单头\",\"grain\":\"每行一个订单\",\"name\":\"order\",\"primary_key\":[\"order_id\"],\"table\":\"fact_orders\"},{\"description\":\"订单行\",\"grain\":\"每行一个订单商品行\",\"name\":\"order_item\",\"primary_key\":[\"order_id\",\"line_no\"],\"table\":\"fact_order_items\"},{\"description\":\"支付尝试\",\"grain\":\"每行一笔支付\",\"name\":\"payment\",\"primary_key\":[\"payment_id\"],\"table\":\"fact_payments\"},{\"description\":\"退货记录\",\"grain\":\"每行一条订单行退货\",\"name\":\"return\",\"primary_key\":[\"return_id\"],\"table\":\"fact_returns\"}],\"metrics\":[{\"description\":\"已完成订单数\",\"expression\":\"COUNT(DISTINCT CASE WHEN fact_orders.status = 'completed' THEN fact_orders.order_id END)\",\"filters\":[\"fact_orders.status = 'completed'\"],\"grain\":\"聚合\",\"name\":\"completed_order_count\"},{\"description\":\"完成订单商品行净销售额\",\"expression\":\"SUM(fact_order_items.quantity * fact_order_items.unit_price - fact_order_items.discount_amount)\",\"filters\":[\"fact_orders.status = 'completed'\"],\"grain\":\"聚合\",\"name\":\"net_revenue\"},{\"description\":\"成功支付金额\",\"expression\":\"SUM(CASE WHEN fact_payments.status = 'paid' THEN fact_payments.amount ELSE 0 END)\",\"filters\":[],\"grain\":\"聚合\",\"name\":\"paid_amount\"},{\"description\":\"退款状态支付金额\",\"expression\":\"SUM(CASE WHEN fact_payments.status = 'refunded' THEN fact_payments.amount ELSE 0 END)\",\"filters\":[],\"grain\":\"聚合\",\"name\":\"refunded_amount\"},{\"description\":\"失败支付金额\",\"expression\":\"SUM(CASE WHEN fact_payments.status = 'failed' THEN fact_payments.amount ELSE 0 END)\",\"filters\":[],\"grain\":\"聚合\",\"name\":\"failed_amount\"},{\"description\":\"完成订单退货数量除以售出数量\",\"expression\":\"SUM(fact_returns.return_qty) / SUM(fact_order_items.quantity)\",\"filters\":[\"fact_orders.status = 'completed'\"],\"grain\":\"聚合\",\"name\":\"return_rate\"}],\"relationships\":[{\"cardinality\":\"many_to_one\",\"from_entity\":\"order\",\"sql_on\":\"fact_orders.customer_id = dim_customers.customer_id\",\"to_entity\":\"customer\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"order\",\"sql_on\":\"fact_orders.channel_id = dim_channels.channel_id\",\"to_entity\":\"channel\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"order_item\",\"sql_on\":\"fact_order_items.order_id = fact_orders.order_id\",\"to_entity\":\"order\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"order_item\",\"sql_on\":\"fact_order_items.product_id = dim_products.product_id\",\"to_entity\":\"product\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"payment\",\"sql_on\":\"fact_payments.order_id = fact_orders.order_id\",\"to_entity\":\"order\"},{\"cardinality\":\"many_to_one\",\"from_entity\":\"return\",\"sql_on\":\"fact_returns.order_id = fact_order_items.order_id AND fact_returns.line_no = fact_order_items.line_no\",\"to_entity\":\"order_item\"}]}\n\n问题:\n找出金额高于同客户分群已完成订单平均金额的已完成订单,输出 order_id、customer_id、segment、total_amount、segment_avg_amount,并按 total_amount 降序、order_id 升序;必须使用外层引用的相关子查询。\n\n输出必须严格匹配此 JSON Schema:\n{\"additionalProperties\":false,\"properties\":{\"assumptions\":{\"items\":{\"type\":\"string\"},\"title\":\"Assumptions\",\"type\":\"array\"},\"sql\":{\"title\":\"Sql\",\"type\":\"string\"},\"summary\":{\"title\":\"Summary\",\"type\":\"string\"}},\"required\":[\"sql\",\"summary\",\"assumptions\"],\"title\":\"GenerationOutput\",\"type\":\"object\"}",
  "provider_request_id": null,
  "question": "找出金额高于同客户分群已完成订单平均金额的已完成订单,输出 order_id、customer_id、segment、total_amount、segment_avg_amount,并按 total_amount 降序、order_id 升序;必须使用外层引用的相关子查询。",
  "radar_dimension": "子查询",
  "raw_output": "{\"sql\":\"SELECT\\n    o.order_id,\\n    o.customer_id,\\n    c.segment,\\n    o.total_amount,\\n    (\\n        SELECT AVG(o2.total_amount)\\n        FROM fact_orders AS o2\\n        JOIN dim_customers AS c2\\n          ON c2.customer_id = o2.customer_id\\n        WHERE o2.status = 'completed'\\n          AND c2.segment = c.segment\\n    ) AS segment_avg_amount\\nFROM fact_orders AS o\\nJOIN dim_customers AS c\\n  ON c.customer_id = o.customer_id\\nWHERE o.status = 'completed'\\n  AND o.total_amount > (\\n      SELECT AVG(o3.total_amount)\\n      FROM fact_orders AS o3\\n      JOIN dim_customers AS c3\\n        ON c3.customer_id = o3.customer_id\\n      WHERE o3.status = 'completed'\\n        AND c3.segment = c.segment\\n  )\\nORDER BY o.total_amount DESC, o.order_id ASC;\",\"summary\":\"返回金额高于其客户分群已完成订单平均金额的已完成订单,并按订单金额降序、订单 ID 升序排列。\",\"assumptions\":[\"订单金额采用 fact_orders.total_amount。\",\"分群平均金额仅基于同 segment 且状态为 completed 的订单计算。\"]}",
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  "score": {
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        "details": {
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  "stable_key": "correlated_segment_average",
  "started_at": "2026-08-29T16:26:40.370307",
  "status": "completed",
  "suite_content_hash": "0a4a18b4374f510f5eff18b06272c30c3375e1f082ae405adc8ead7dd9c81556",
  "title": "相关子查询分群均值",
  "token_usage": {
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    "cached_input_tokens": 0,
    "input_tokens": 19149,
    "output_tokens": 285,
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  "visible_summary": "返回金额高于其客户分群已完成订单平均金额的已完成订单,并按订单金额降序、订单 ID 升序排列。"
}