与其他数据库相比,MYSQL查询在组查询中获取最新信息所需的时间很长

0ve6wy6x  于 2023-04-10  发布在  Mysql
关注(0)|答案(1)|浏览(66)

我试图在mysql数据库上运行一个查询,这似乎需要很多时间,当我在sqlite中运行相同的查询时,所需的时间非常少。
环境-〉Python36,WSL 2 Sqlite版本-〉3.36 Mysql版本-〉8.0.32-0 ubuntu0.20.04.2
SQLITE:11毫秒MYSQL:8.5秒(与11毫秒相比非常大)
我在每个表上都有以下索引:primary key约束on(id,transaction_id)for each of the table. index on operation type index on transaction id index on workspace id
注:查询由SQLALCHEMY生成
我也有在mysql中解释这个查询的结果。

SELECT 
      model_version_trace.workspace_id AS workspace_id, 
      CAST(
        '2023-03-12 09:49:57.338362' AS DATETIME
      ) AS computed_at, 
      parent_trace.name AS name, 
      feature_trace_1.alias AS alias, 
      platform_entity_trace.name AS platform_entity, 
      CASE WHEN (
        model_version_trace.version = max_version_query.max_version
      ) THEN true ELSE false END AS is_latest_version, 
      model_version_trace.version AS version, 
      model_version_trace.id AS id 
    FROM 
      model_version_trace 
      JOIN (
        SELECT 
          max(
            model_version_trace.transaction_id
          ) AS max_transaction_id, 
          model_version_trace.id AS id 
        FROM 
          model_version_trace 
        WHERE 
          model_version_trace.transaction_id <= 500 
        GROUP BY 
          model_version_trace.id
      ) AS entity_trace_table_max_subquery ON entity_trace_table_max_subquery.id = model_version_trace.id 
      AND entity_trace_table_max_subquery.max_transaction_id = model_version_trace.transaction_id 
      LEFT OUTER JOIN (
        SELECT 
          model_version_output_feature_version_trace.feature_version_id AS feature_version_id, 
          model_version_output_feature_version_trace.model_version_id AS model_version_id, 
          model_version_output_feature_version_trace.operation_type AS operation_type, 
          model_version_output_feature_version_trace.transaction_id AS transaction_id 
        FROM 
          model_version_output_feature_version_trace 
          JOIN (
            SELECT 
              model_version_output_feature_version_trace.model_version_id AS model_version_id, 
              max(
                model_version_output_feature_version_trace.transaction_id
              ) AS max_transaction_id 
            FROM 
              model_version_output_feature_version_trace 
            WHERE 
              model_version_output_feature_version_trace.transaction_id <= 500 
            GROUP BY 
              model_version_output_feature_version_trace.model_version_id
          ) AS model_output_feature_trace_max ON model_output_feature_trace_max.model_version_id = model_version_output_feature_version_trace.model_version_id 
          AND model_version_output_feature_version_trace.transaction_id = model_output_feature_trace_max.max_transaction_id 
        WHERE 
          model_version_output_feature_version_trace.operation_type IN (0, 1)
      ) AS model_output_feature_trace ON model_version_trace.id = model_output_feature_trace.model_version_id 
      LEFT OUTER JOIN (
        SELECT 
          feature_version_trace.id AS id, 
          feature_version_trace.parent_id AS parent_id, 
          feature_version_trace.operation_type AS operation_type, 
          feature_version_trace.transaction_id AS transaction_id 
        FROM 
          feature_version_trace 
          JOIN (
            SELECT 
              feature_version_trace.id AS id, 
              max(
                feature_version_trace.transaction_id
              ) AS max_transaction_id 
            FROM 
              feature_version_trace 
            WHERE 
              feature_version_trace.transaction_id <= 500 
            GROUP BY 
              feature_version_trace.id
          ) AS feature_version_trace_max ON feature_version_trace_max.id = feature_version_trace.id 
          AND feature_version_trace.transaction_id = feature_version_trace_max.max_transaction_id 
        WHERE 
          feature_version_trace.operation_type IN (0, 1)
      ) AS feature_version_trace_1 ON feature_version_trace_1.id = model_output_feature_trace.feature_version_id 
      LEFT OUTER JOIN (
        SELECT 
          feature_trace.id AS id, 
          feature_trace.alias AS alias, 
          feature_trace.platform_entity_id AS platform_entity_id, 
          feature_trace.operation_type AS operation_type, 
          feature_trace.transaction_id AS transaction_id 
        FROM 
          feature_trace 
          JOIN (
            SELECT 
              feature_trace.id AS id, 
              max(feature_trace.transaction_id) AS max_transaction_id 
            FROM 
              feature_trace 
            WHERE 
              feature_trace.transaction_id <= 500 
            GROUP BY 
              feature_trace.id
          ) AS feature_trace_max ON feature_trace_max.id = feature_trace.id 
          AND feature_trace.transaction_id = feature_trace_max.max_transaction_id 
        WHERE 
          feature_trace.operation_type IN (0, 1)
      ) AS feature_trace_1 ON feature_version_trace_1.parent_id = feature_trace_1.id 
      JOIN (
        SELECT 
          platform_entity_trace.id AS id, 
          platform_entity_trace.name AS name, 
          platform_entity_trace.operation_type AS operation_type, 
          platform_entity_trace.transaction_id AS transaction_id 
        FROM 
          platform_entity_trace 
          JOIN (
            SELECT 
              platform_entity_trace.id AS id, 
              max(
                platform_entity_trace.transaction_id
              ) AS max_transaction_id 
            FROM 
              platform_entity_trace 
            WHERE 
              platform_entity_trace.transaction_id <= 500 
            GROUP BY 
              platform_entity_trace.id
          ) AS platform_entity_trace_max ON platform_entity_trace_max.id = platform_entity_trace.id 
          AND platform_entity_trace.transaction_id = platform_entity_trace_max.max_transaction_id 
        WHERE 
          platform_entity_trace.operation_type IN (0, 1)
      ) AS platform_entity_trace ON platform_entity_trace.id = feature_trace_1.platform_entity_id 
      JOIN (
        SELECT 
          model_version_trace.parent_id AS parent_id, 
          max(model_version_trace.version) AS max_version 
        FROM 
          model_version_trace 
        GROUP BY 
          model_version_trace.parent_id
      ) AS max_version_query ON model_version_trace.parent_id = max_version_query.parent_id 
      JOIN (
        SELECT 
          model_trace.id AS id, 
          model_trace.algorithm_type_id AS algorithm_type_id, 
          model_trace.name AS name, 
          model_trace.model_output_type AS model_output_type, 
          model_trace.operation_type AS operation_type, 
          model_trace.transaction_id AS transaction_id 
        FROM 
          model_trace 
          JOIN (
            SELECT 
              model_trace.id AS id, 
              max(model_trace.transaction_id) AS max_transaction_id 
            FROM 
              model_trace 
            WHERE 
              model_trace.transaction_id <= 500 
            GROUP BY 
              model_trace.id
          ) AS parent_trace_max ON parent_trace_max.id = model_trace.id 
          AND model_trace.transaction_id = parent_trace_max.max_transaction_id 
        WHERE 
          model_trace.operation_type IN (0, 1)
      ) AS parent_trace ON parent_trace.id = model_version_trace.parent_id 
    ORDER BY 
      id 
    LIMIT 
      20 OFFSET 0
iqjalb3h

iqjalb3h1#

这些索引 * 可能 * 有助于提高性能:

model_output_feature_trace:  INDEX(model_version_id,  feature_version_id)
model_version_trace:  INDEX(transaction_id, id)
model_version_output_feature_version_trace:
      INDEX(transaction_id, model_version_id)
      INDEX(operation_type, model_version_id,  feature_version_id, transaction_id)
feature_version_trace:  INDEX(transaction_id, operation_type,  parent_id, id)
feature_trace:
      INDEX(id, transaction_id)
platform_entity_trace:
      INDEX(id, transaction_id)
      INDEX(operation_type, id,  name, transaction_id)
model_version_trace:  INDEX(parent_id,  version)
model_trace:
      INDEX(id, transaction_id)
      INDEX(operation_type, id,  algorithm_type_id, name, model_output_type, transaction_id)

我假设id不是feature_trace和其他一些表中的PRIMARY KEY?(我会帮助我看到SHOW CREATE TABLE
请不要重复使用表名作为子查询别名;这使得很难遵循代码。平台实体追踪

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