MySQL性能分析(三)之optimizer_trace详解
一、概述
optimizer_trace是MySQL 5.6引入的一项跟踪功能,它可以跟踪优化器做出的各种决策(比如访问表的方法、各种开销计算、各种转换等),并将跟踪结果记录到information_schema.optimizer_trace表中。此功能默认关闭,开启后,可分析如下语句:
- select
- insert
- replace
- update
- delete
- explain
- set
- declare
- case
- if
- return
- call
二、开启及关闭
2.1 开启optimizer_trace
在mysql命令行中,使用如下命令开启optimizer_trace:
set optimizer_trace="enabled=on",end_markers_in_json=on;
也可用set global全局开启。但即使全局开启optimizer_trace,每个Session也只能跟踪它自己执行的语句:
set global optimizer_trace="enabled=on",end_markers_in_json=on;
2.2 关闭optimizer_trace
在mysql命令行中,使用如下命令关闭optimizer_trace:
SET optimizer_trace="enabled=off";
三、使用optimizer_trace
3.1 相关参数
optimizer_trace
- optimizer_trace总开关,默认值:enabled=off,one_line=off
- enabled:是否开启optimizer_trace;on表示开启,off表示关闭。
- one_line:是否开启单行存储。on表示开启;off表示关闭,将会用标准的JSON格式化存储。设置成on将会有良好的格式,设置成off可节省一些空间。
optimizer_trace_features
- 控制optimizer_trace跟踪的内容,默认值:greedy_search=on,range_optimizer=on,dynamic_range=on,repeated_subselect=on ,表示开启所有跟踪项。
greedy_search:是否跟踪贪心搜索
- range_optimizer:是否跟踪范围优化器
dynamic_range:是否跟踪动态范围优化 - repeated_subselect:是否跟踪子查询,如果设置成off,只跟踪第一条Item_subselect的执行
optimizer_trace_limit:控制optimizer_trace展示多少条结果,默认1
optimizer_trace_max_mem_size:optimizer_trace堆栈信息允许的最大内存,默认1048576
optimizer_trace_offset:第一个要展示的optimizer trace的偏移量,默认-1。
end_markers_in_json:如果JSON结构很大,则很难将右括号和左括号配对。为了帮助读者阅读,可将其设置成on,这样会在右括号附近加上注释,默认off。
optimizer_trace_limit和optimizer_trace_offset这两个参数经常配合使用,例如:
SET optimizer_trace_offset=, optimizer_trace_limit=
这两个参数配合使用,有点类似MySQL里面的 limit语句。
默认情况下,由于optimizer_trace_offset=-1,optimizer_trace_limit=1,记录最近的一条SQL语句,展示时,每次展示1条数据;
如果改成 SET optimizer_trace_offset=-2, optimizer_trace_limit=1 ,则会记录倒数第二条SQL语句;
三、使用
3.1 展示条目
开启optimizer_trace功能,并设置要展示的数据条目数:
set optimizer_trace="enabled=on",end_markers_in_json=on;
set optimizer_trace_offset=-30, optimizer_trace_limit=30;
3.2 分析SQL语句
发送你想要分析的SQL语句,例如:
select *
from salaries
where from_date = '1986-06-26'
and to_date = '1987-06-26';
使用如下语句分析,即可获得类似如下的结果:
mysql> select * from information_schema.optimizer_trace limit 30 \G;
*************************** 1. row ***************************
QUERY: select *
from salaries
where from_date = '1986-06-26'
and to_date = '1987-06-26'
TRACE: {
"steps": [
{
"join_preparation": {
"select#": 1,
"steps": [
{
"expanded_query": "/* select#1 */ select `salaries`.`emp_no` AS `emp_no`,`salaries`.`salary` AS `salary`,`salaries`.`from_date` AS `from_date`,`salaries`.`to_date` AS `to_date` from `salaries` where ((`salaries`.`from_date` = '1986-06-26') and (`salaries`.`to_date` = '1987-06-26'))"
}
] /* steps */
} /* join_preparation */
},
{
"join_optimization": {
"select#": 1,
"steps": [
{
"condition_processing": {
"condition": "WHERE",
"original_condition": "((`salaries`.`from_date` = '1986-06-26') and (`salaries`.`to_date` = '1987-06-26'))",
"steps": [
{
"transformation": "equality_propagation",
"resulting_condition": "(multiple equal('1986-06-26', `salaries`.`from_date`) and multiple equal('1987-06-26', `salaries`.`to_date`))"
},
{
"transformation": "constant_propagation",
"resulting_condition": "(multiple equal('1986-06-26', `salaries`.`from_date`) and multiple equal('1987-06-26', `salaries`.`to_date`))"
},
{
"transformation": "trivial_condition_removal",
"resulting_condition": "(multiple equal(DATE'1986-06-26', `salaries`.`from_date`) and multiple equal(DATE'1987-06-26', `salaries`.`to_date`))"
}
] /* steps */
} /* condition_processing */
},
{
"substitute_generated_columns": {
} /* substitute_generated_columns */
},
{
"table_dependencies": [
{
"table": "`salaries`",
"row_may_be_null": false,
"map_bit": 0,
"depends_on_map_bits": [
] /* depends_on_map_bits */
}
] /* table_dependencies */
},
{
"ref_optimizer_key_uses": [
{
"table": "`salaries`",
"field": "from_date",
"equals": "DATE'1986-06-26'",
"null_rejecting": false
},
{
"table": "`salaries`",
"field": "to_date",
"equals": "DATE'1987-06-26'",
"null_rejecting": false
}
] /* ref_optimizer_key_uses */
},
{
"rows_estimation": [
{
"table": "`salaries`",
"range_analysis": {
"table_scan": {
"rows": 2838216,
"cost": 286799
} /* table_scan */,
"potential_range_indexes": [
{
"index": "PRIMARY",
"usable": false,
"cause": "not_applicable"
},
{
"index": "salaries_from_date_to_date_index",
"usable": true,
"key_parts": [
"from_date",
"to_date",
"emp_no"
] /* key_parts */
}
] /* potential_range_indexes */,
"setup_range_conditions": [
] /* setup_range_conditions */,
"group_index_range": {
"chosen": false,
"cause": "not_group_by_or_distinct"
} /* group_index_range */,
"skip_scan_range": {
"potential_skip_scan_indexes": [
{
"index": "salaries_from_date_to_date_index",
"usable": false,
"cause": "query_references_nonkey_column"
}
] /* potential_skip_scan_indexes */
} /* skip_scan_range */,
"analyzing_range_alternatives": {
"range_scan_alternatives": [
{
"index": "salaries_from_date_to_date_index",
"ranges": [
"0xda840f <= from_date <= 0xda840f AND 0xda860f <= to_date <= 0xda860f"
] /* ranges */,
"index_dives_for_eq_ranges": true,
"rowid_ordered": true,
"using_mrr": false,
"index_only": false,
"rows": 86,
"cost": 50.909,
"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": "salaries_from_date_to_date_index",
"rows": 86,
"ranges": [
"0xda840f <= from_date <= 0xda840f AND 0xda860f <= to_date <= 0xda860f"
] /* ranges */
} /* range_access_plan */,
"rows_for_plan": 86,
"cost_for_plan": 50.909,
"chosen": true
} /* chosen_range_access_summary */
} /* range_analysis */
}
] /* rows_estimation */
},
{
"considered_execution_plans": [
{
"plan_prefix": [
] /* plan_prefix */,
"table": "`salaries`",
"best_access_path": {
"considered_access_paths": [
{
"access_type": "ref",
"index": "salaries_from_date_to_date_index",
"rows": 86,
"cost": 50.412,
"chosen": true
},
{
"access_type": "range",
"range_details": {
"used_index": "salaries_from_date_to_date_index"
} /* range_details */,
"chosen": false,
"cause": "heuristic_index_cheaper"
}
] /* considered_access_paths */
} /* best_access_path */,
"condition_filtering_pct": 100,
"rows_for_plan": 86,
"cost_for_plan": 50.412,
"chosen": true
}
] /* considered_execution_plans */
},
{
"attaching_conditions_to_tables": {
"original_condition": "((`salaries`.`to_date` = DATE'1987-06-26') and (`salaries`.`from_date` = DATE'1986-06-26'))",
"attached_conditions_computation": [
] /* attached_conditions_computation */,
"attached_conditions_summary": [
{
"table": "`salaries`",
"attached": "((`salaries`.`to_date` = DATE'1987-06-26') and (`salaries`.`from_date` = DATE'1986-06-26'))"
}
] /* attached_conditions_summary */
} /* attaching_conditions_to_tables */
},
{
"finalizing_table_conditions": [
{
"table": "`salaries`",
"original_table_condition": "((`salaries`.`to_date` = DATE'1987-06-26') and (`salaries`.`from_date` = DATE'1986-06-26'))",
"final_table_condition ": null
}
] /* finalizing_table_conditions */
},
{
"refine_plan": [
{
"table": "`salaries`"
}
] /* refine_plan */
}
] /* steps */
} /* join_optimization */
},
{
"join_execution": {
"select#": 1,
"steps": [
] /* steps */
} /* join_execution */
}
] /* steps */
}
MISSING_BYTES_BEYOND_MAX_MEM_SIZE: 0
INSUFFICIENT_PRIVILEGES: 0
1 row in set (0.00 sec)
由上面的结果可知,OPTIMIZER_TRACE有四个字段: