trace工具
MySQL5.6版本后提供了对SQL的跟踪工具trace,通过使用trace可以让我们明白optimizer如何选择执行计划的。
⚠️开启trace工具会影响mysql性能,所以只能临时分析sql使用,用 完之后立即关闭
使用方式
开启 trace |
使用
select * from ${table}; |
案例分析
示例表参见:索引分析实操: 索引分析实操
我们先来看下面两条语句的结果。
EXPLAIN select * from employees where name > ‘a’;
EXPLAIN select * from employees where name > ‘zzz’;
这两条语句除了参数一模一样 但是第一个走了全表扫描而第二个走的索引搜索,这是为什么呢,接下来让我们使用 trace工具 一探究竟。
开启trace
set session optimizer_trace=”enabled=on”,end_markers_in_json=on;
执行语句
select * from employees where name > ‘a’ order by position;
SELECT * FROM information_schema.OPTIMIZER_TRACE;将结果字段trace 拿出来分析
{
"steps": [
{
"join_preparation": { /*第一阶段:SQL准备阶段,格式化sql*/
"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 */
},
{
"substitute_generated_columns": {
} /* substitute_generated_columns */
},
{
"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": [ /*预估表的访问成本*/
{
"table": "`employees`",
"range_analysis": {
"table_scan": { /*全表扫描*/
"rows": 100036, /*扫描行数*/
"cost": 20362 /*查询成本*/
} /* table_scan */,
"potential_range_indexes": [ /*查询可能使用的索引*/
{
"index": "PRIMARY", /*主键索引*/
"usable": false, /*不能使用*/
"cause": "not_applicable" /*不能使用的原因:不适用*/
},
{
"index": "idx_name_age_position", /*辅助索引*/
"usable": true, /*可以适用*/
"key_parts": [ /*索引包含的列*/
"name",
"age",
"position",
"id"
] /* key_parts */
}
] /* potential_range_indexes */,
"setup_range_conditions": [ /*如果有可下推的条件,则带条件考虑范围查询*/
] /* setup_range_conditions */,
"group_index_range": { /*当使用了GROUP BY或DISTINCT时,是否有合适的索引可用。当未使用GROUP BY或DISTINCT时,会显示chosen=false, cause=not_group_by_or_distinct;如使用了GROUP BY或 DISTINCT,但是多表查询时,会显示chosen=false,cause =not_single_table。其他情况下会尝试 分析可用的索引(potential_group_range_indexes)并计算对应的扫描行数及其所需代价*/
"chosen": false,
"cause": "not_group_by_or_distinct"
} /* group_index_range */,
"analyzing_range_alternatives": { /*分析各个适用的索引成本*/
"range_scan_alternatives": [
{
"index": "idx_name_age_position",
"ranges": [
"a < name" /*索引适用范围*/
] /* ranges */,
"index_dives_for_eq_ranges": true,
"rowid_ordered": false, /*使用该索引获取的记录是否按照主键排序*/
"using_mrr": false,
"index_only": false, /*是否能用覆盖索引*/
"rows": 50018, /*索引扫描行数*/
"cost": 60023, /*索引适用成本*/
"chosen": false, /*适用选择索引*/
"cause": "cost" /*不选择原因 cost 不是最小的*/
}
] /* 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": { /*最优访问路线*/
"considered_access_paths": [ /*最终选择的访问路径*/
{
"rows_to_scan": 100036,
"access_type": "scan", /*访问类型scan 为全表扫描 ref 为索引 具体可参考explain中的type字段*/
"resulting_rows": 100036,
"cost": 20360,
"chosen": true, /*确定选择*/
"use_tmp_table": true
}
] /* considered_access_paths */
} /* best_access_path */,
"condition_filtering_pct": 100,
"rows_for_plan": 100036,
"cost_for_plan": 20360,
"sort_cost": 100036,
"new_cost_for_plan": 120396,
"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 */
},
{
"reconsidering_access_paths_for_index_ordering": {
"clause": "ORDER BY",
"steps": [
] /* steps */,
"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 */
},
{
"refine_plan": [
{
"table": "`employees`"
}
] /* refine_plan */
}
] /* 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": 100003,
"examined_rows": 100003,
"number_of_tmp_files": 30,
"sort_buffer_size": 262056,
"sort_mode": "<sort_key, packed_additional_fields>"
} /* filesort_summary */
}
] /* steps */
} /* join_execution */
}
] /* steps */
}结论
分析trace结果 适用 全表扫描 cost=20362 适用索引 cost = 60023 所以该条语句选择全表扫描。 简单的一次trace工具使用及mysql对查询的最优路径选择就到此结束了。
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