MySQL如何选择合适的索引
Posted xiaoqiang-code
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先来看一个栗子
EXPLAIN select * from employees where name > 'a';
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';
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';
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;
查看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trace
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