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MySQL怎样选择合适的索引

发布时间:2021-02-02 15:05:51 阅读:112 作者:小新 栏目:MySQL数据库
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这篇文章主要介绍了MySQL怎样选择合适的索引,具有一定借鉴价值,感兴趣的朋友可以参考下,希望大家阅读完这篇文章之后大有收获,下面让小编带着大家一起了解一下。

先来看一个栗子

EXPLAIN select * from employees where name > 'a';

MySQL怎样选择合适的索引

如果用name索引查找数据需要遍历name字段联合索引树,然后根据遍历出来的主键值去主键索引树里再去查出最终数据,成本比全表扫描还高。

可以用覆盖索引优化,这样只需要遍历name字段的联合索引树就可以拿到所有的结果。

EXPLAIN select name,age,position from employees where name > 'a';

MySQL怎样选择合适的索引

可以看到通过select出的字段是覆盖索引,MySQL底层使用了索引优化。在看另一个case:

EXPLAIN select * from employees where name > 'zzz';

MySQL怎样选择合适的索引

对于上面的这两种 name>'a' 和 name>'zzz'的执行结果, mysql最终是否选择走索引或者一张表涉及多个索引, mysql最终如何选择索引,可以通过trace工具来一查究竟,开启trace工具会影响mysql性能,所以只能临时分析sql使用,用完之后需要立即关闭。

SET SESSION optimizer_trace="enabled=on",end_markers_in_json=on--开启trace
SELECT * FROM employees WHERE name > 'a' ORDER BY position;
SELECT * FROM information_schema.OPTIMIZER_TRACE;

看trace字段:

{
 "steps": [
 {
  "join_preparation": { --第一阶段:SQl准备阶段
  "select#"1,
  "steps": [
   {
   "expanded_query""/* select#1 */ select `employees`.`id` AS `id`,`employees`.`name` AS `name`,`employees`.`age` AS `age`,`employees`.`position` AS `position`,`employees`.`hire_time` AS `hire_time` from `employees` where (`employees`.`name` > 'a') order by `employees`.`position`"
   }
  ] /* steps */
  } /* join_preparation */
 },
 {
  "join_optimization": { --第二阶段:SQL优化阶段
  "select#"1,
  "steps": [
   {
   "condition_processing": { --条件处理
    "condition""WHERE",
    "original_condition""(`employees`.`name` > 'a')",
    "steps": [
    {
     "transformation""equality_propagation",
     "resulting_condition""(`employees`.`name` > 'a')"
    },
    {
     "transformation""constant_propagation",
     "resulting_condition""(`employees`.`name` > 'a')"
    },
    {
     "transformation""trivial_condition_removal",
     "resulting_condition""(`employees`.`name` > 'a')"
    }
    ] /* steps */
   } /* condition_processing */
   },
   {
   "table_dependencies": [ --表依赖详情
    {
    "table""`employees`",
    "row_may_be_null"false,
    "map_bit"0,
    "depends_on_map_bits": [
    ] /* depends_on_map_bits */
    }
   ] /* table_dependencies */
   },
   {
   "ref_optimizer_key_uses": [
   ] /* ref_optimizer_key_uses */
   },
   {
   "rows_estimation": [ --预估标的访问成本
    {
    "table""`employees`",
    "range_analysis": {
     "table_scan": { --全表扫描情况
     "rows"3, --扫描行数
     "cost"3.7 --查询成本
     } /* table_scan */,
     "potential_range_indices": [ --查询可能使用的索引
     {
      "index""PRIMARY", --主键索引
      "usable"false,
      "cause""not_applicable"
     },
     {
      "index""idx_name_age_position", --辅助索引
      "usable"true,
      "key_parts": [
      "name",
      "age",
      "position",
      "id"
      ] /* key_parts */
     },
     {
      "index""idx_age",
      "usable"false,
      "cause""not_applicable"
     }
     ] /* potential_range_indices */,
     "setup_range_conditions": [
     ] /* setup_range_conditions */,
     "group_index_range": {
     "chosen"false,
     "cause""not_group_by_or_distinct"
     } /* group_index_range */,
     "analyzing_range_alternatives": { ‐‐分析各个索引使用成本
     "range_scan_alternatives": [
      {
      "index""idx_name_age_position",
      "ranges": [
       "a < name"
      ] /* ranges */,
      "index_dives_for_eq_ranges"true,
      "rowid_ordered"false,
      "using_mrr"false,
      "index_only"false, ‐‐是否使用覆盖索引
      "rows"3, --‐‐索引扫描行数
      "cost"4.61, --索引使用成本
      "chosen"false, ‐‐是否选择该索引
      "cause""cost"
      }
     ] /* range_scan_alternatives */,
     "analyzing_roworder_intersect": {
      "usable"false,
      "cause""too_few_roworder_scans"
     } /* analyzing_roworder_intersect */
     } /* analyzing_range_alternatives */
    } /* range_analysis */
    }
   ] /* rows_estimation */
   },
   {
   "considered_execution_plans": [
    {
    "plan_prefix": [
    ] /* plan_prefix */,
    "table""`employees`",
    "best_access_path": {
     "considered_access_paths": [
     {
      "access_type""scan",
      "rows"3,
      "cost"1.6,
      "chosen"true,
      "use_tmp_table"true
     }
     ] /* considered_access_paths */
    } /* best_access_path */,
    "cost_for_plan"1.6,
    "rows_for_plan"3,
    "sort_cost"3,
    "new_cost_for_plan"4.6,
    "chosen"true
    }
   ] /* considered_execution_plans */
   },
   {
   "attaching_conditions_to_tables": {
    "original_condition""(`employees`.`name` > 'a')",
    "attached_conditions_computation": [
    ] /* attached_conditions_computation */,
    "attached_conditions_summary": [
    {
     "table""`employees`",
     "attached""(`employees`.`name` > 'a')"
    }
    ] /* attached_conditions_summary */
   } /* attaching_conditions_to_tables */
   },
   {
   "clause_processing": {
    "clause""ORDER BY",
    "original_clause""`employees`.`position`",
    "items": [
    {
     "item""`employees`.`position`"
    }
    ] /* items */,
    "resulting_clause_is_simple"true,
    "resulting_clause""`employees`.`position`"
   } /* clause_processing */
   },
   {
   "refine_plan": [
    {
    "table""`employees`",
    "access_type""table_scan"
    }
   ] /* refine_plan */
   },
   {
   "reconsidering_access_paths_for_index_ordering": {
    "clause""ORDER BY",
    "index_order_summary": {
    "table""`employees`",
    "index_provides_order"false,
    "order_direction""undefined",
    "index""unknown",
    "plan_changed"false
    } /* index_order_summary */
   } /* reconsidering_access_paths_for_index_ordering */
   }
  ] /* steps */
  } /* join_optimization */
 },
 {
  "join_execution": { --第三阶段:SQL执行阶段
  "select#"1,
  "steps": [
   {
   "filesort_information": [
    {
    "direction""asc",
    "table""`employees`",
    "field""position"
    }
   ] /* filesort_information */,
   "filesort_priority_queue_optimization": {
    "usable"false,
    "cause""not applicable (no LIMIT)"
   } /* filesort_priority_queue_optimization */,
   "filesort_execution": [
   ] /* filesort_execution */,
   "filesort_summary": {
    "rows"3,
    "examined_rows"3,
    "number_of_tmp_files"0,
    "sort_buffer_size"200704,
    "sort_mode""<sort_key, additional_fields>"
   } /* filesort_summary */
   }
  ] /* steps */
  } /* join_execution */
 }
 ] /* steps */
}

全表扫描的成本低于索引扫描, 索引MySQL最终会选择全表扫描。

SELECT * FROM employees WHERE name > 'zzz' ORDER BY position;
SELECT * FROM information_schema.OPTIMIZER_TRACE;

{
 "steps": [
 {
  "join_preparation": {
  "select#"1,
  "steps": [
   {
   "expanded_query""/* select#1 */ select `employees`.`id` AS `id`,`employees`.`name` AS `name`,`employees`.`age` AS `age`,`employees`.`position` AS `position`,`employees`.`hire_time` AS `hire_time` from `employees` where (`employees`.`name` > 'zzz') order by `employees`.`position`"
   }
  ] /* steps */
  } /* join_preparation */
 },
 {
  "join_optimization": {
  "select#"1,
  "steps": [
   {
   "condition_processing": {
    "condition""WHERE",
    "original_condition""(`employees`.`name` > 'zzz')",
    "steps": [
    {
     "transformation""equality_propagation",
     "resulting_condition""(`employees`.`name` > 'zzz')"
    },
    {
     "transformation""constant_propagation",
     "resulting_condition""(`employees`.`name` > 'zzz')"
    },
    {
     "transformation""trivial_condition_removal",
     "resulting_condition""(`employees`.`name` > 'zzz')"
    }
    ] /* steps */
   } /* condition_processing */
   },
   {
   "table_dependencies": [
    {
    "table""`employees`",
    "row_may_be_null"false,
    "map_bit"0,
    "depends_on_map_bits": [
    ] /* depends_on_map_bits */
    }
   ] /* table_dependencies */
   },
   {
   "ref_optimizer_key_uses": [
   ] /* ref_optimizer_key_uses */
   },
   {
   "rows_estimation": [
    {
    "table""`employees`",
    "range_analysis": {
     "table_scan": {
     "rows"3,
     "cost"3.7
     } /* table_scan */,
     "potential_range_indices": [
     {
      "index""PRIMARY",
      "usable"false,
      "cause""not_applicable"
     },
     {
      "index""idx_name_age_position",
      "usable"true,
      "key_parts": [
      "name",
      "age",
      "position",
      "id"
      ] /* key_parts */
     },
     {
      "index""idx_age",
      "usable"false,
      "cause""not_applicable"
     }
     ] /* potential_range_indices */,
     "setup_range_conditions": [
     ] /* setup_range_conditions */,
     "group_index_range": {
     "chosen"false,
     "cause""not_group_by_or_distinct"
     } /* group_index_range */,
     "analyzing_range_alternatives": {
     "range_scan_alternatives": [
      {
      "index""idx_name_age_position",
      "ranges": [
       "zzz < name"
      ] /* ranges */,
      "index_dives_for_eq_ranges"true,
      "rowid_ordered"false,
      "using_mrr"false,
      "index_only"false,
      "rows"1,
      "cost"2.21,
      "chosen"true
      }
     ] /* range_scan_alternatives */,
     "analyzing_roworder_intersect": {
      "usable"false,
      "cause""too_few_roworder_scans"
     } /* analyzing_roworder_intersect */
     } /* analyzing_range_alternatives */,
     "chosen_range_access_summary": {
     "range_access_plan": {
      "type""range_scan",
      "index""idx_name_age_position",
      "rows"1,
      "ranges": [
      "zzz < name"
      ] /* ranges */
     } /* range_access_plan */,
     "rows_for_plan"1,
     "cost_for_plan"2.21,
     "chosen"true
     } /* chosen_range_access_summary */
    } /* range_analysis */
    }
   ] /* rows_estimation */
   },
   {
   "considered_execution_plans": [
    {
    "plan_prefix": [
    ] /* plan_prefix */,
    "table""`employees`",
    "best_access_path": {
     "considered_access_paths": [
     {
      "access_type""range",
      "rows"1,
      "cost"2.41,
      "chosen"true,
      "use_tmp_table"true
     }
     ] /* considered_access_paths */
    } /* best_access_path */,
    "cost_for_plan"2.41,
    "rows_for_plan"1,
    "sort_cost"1,
    "new_cost_for_plan"3.41,
    "chosen"true
    }
   ] /* considered_execution_plans */
   },
   {
   "attaching_conditions_to_tables": {
    "original_condition""(`employees`.`name` > 'zzz')",
    "attached_conditions_computation": [
    ] /* attached_conditions_computation */,
    "attached_conditions_summary": [
    {
     "table""`employees`",
     "attached""(`employees`.`name` > 'zzz')"
    }
    ] /* attached_conditions_summary */
   } /* attaching_conditions_to_tables */
   },
   {
   "clause_processing": {
    "clause""ORDER BY",
    "original_clause""`employees`.`position`",
    "items": [
    {
     "item""`employees`.`position`"
    }
    ] /* items */,
    "resulting_clause_is_simple"true,
    "resulting_clause""`employees`.`position`"
   } /* clause_processing */
   },
   {
   "refine_plan": [
    {
    "table""`employees`",
    "pushed_index_condition""(`employees`.`name` > 'zzz')",
    "table_condition_attached"null,
    "access_type""range"
    }
   ] /* refine_plan */
   },
   {
   "reconsidering_access_paths_for_index_ordering": {
    "clause""ORDER BY",
    "index_order_summary": {
    "table""`employees`",
    "index_provides_order"false,
    "order_direction""undefined",
    "index""idx_name_age_position",
    "plan_changed"false
    } /* index_order_summary */
   } /* reconsidering_access_paths_for_index_ordering */
   }
  ] /* steps */
  } /* join_optimization */
 },
 {
  "join_execution": {
  "select#"1,
  "steps": [
   {
   "filesort_information": [
    {
    "direction""asc",
    "table""`employees`",
    "field""position"
    }
   ] /* filesort_information */,
   "filesort_priority_queue_optimization": {
    "usable"false,
    "cause""not applicable (no LIMIT)"
   } /* filesort_priority_queue_optimization */,
   "filesort_execution": [
   ] /* filesort_execution */,
   "filesort_summary": {
    "rows"0,
    "examined_rows"0,
    "number_of_tmp_files"0,
    "sort_buffer_size"200704,
    "sort_mode""<sort_key, additional_fields>"
   } /* filesort_summary */
   }
  ] /* steps */
  } /* join_execution */
 }
 ] /* steps */
}

查看trace字段可知索引扫描的成本低于全表扫描的成本,所以MySQL最终选择索引扫描。

SET SESSION optimizer_trace="enabled=off"; -- 关闭tra

感谢你能够认真阅读完这篇文章,希望小编分享的“MySQL怎样选择合适的索引”这篇文章对大家有帮助,同时也希望大家多多支持亿速云,关注亿速云行业资讯频道,更多相关知识等着你来学习!

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