Mysql系列(十)—— 性能分析工具profiling
explain是从mysql怎样解析执行sql的角度分析sql优劣。profiling是从sql执行时资源使用情况的角度来分析sql。
分析SQL执行带来的开销是优化SQL的重要手段。在MySQL数据库中,可以通过配置profiling参数来启用SQL剖析。该参数可以在全局和session级别来设置。对于全局级别则作用于整个MySQL实例,而session级别紧影响当前session。该参数开启后,后续执行的SQL语句都将记录其资源开销,诸如IO,上下文切换,CPU,Memory等等。根据这些开销进一步分析当前SQL瓶颈从而进行优化与调整。本文描述了如何使用MySQL profile,不涉及具体的样例分析。
1、有关profile的描述
查看profiling系统变量
mysql> show variables like '%profil%';
+------------------------+-------+
| Variable_name | Value |
+------------------------+-------+
| have_profiling | YES | #只读变量,用于控制是否由系统变量开启或禁用profiling;
| profiling | OFF | #开启或关闭SQL语句剖析功能;
| profiling_history_size | 15 | #设置保留profiling的数目,缺省为15,范围为0至100,为0时将禁用profiling;
+------------------------+-------+
3 rows in set (0.00 sec)
获取profile的帮助
mysql> help profile;
Name: 'SHOW PROFILE'
Description:
Syntax:
SHOW PROFILE [type [, type] ... ]
[FOR QUERY n]
[LIMIT row_count [OFFSET offset]]
type:
ALL #显示所有的开销信息;
| BLOCK IO #显示块IO相关开销;
| CONTEXT SWITCHES #上下文切换相关开销;
| CPU #显示CPU相关开销信息;
| IPC #显示发送和接收相关开销信息;
| MEMORY #显示内存相关开销信息;
| PAGE FAULTS #显示页面错误相关开销信息;
| SOURCE #显示和Source_function,Source_file,Source_line相关的开销信息;
| SWAPS #显示交换次数相关开销的信息;
2、开启porfiling
启用session级别的profiling
mysql> set profiling=1;
Query OK, 0 rows affected, 1 warning (0.00 sec)
验证修改后的结果
mysql> show variables like '%profil%';
+------------------------+-------+
| Variable_name | Value |
+------------------------+-------+
| have_profiling | YES |
| profiling | ON |
| profiling_history_size | 15 |
+------------------------+-------+
3 rows in set (0.00 sec)
发布SQL查询
mysql> select * from zabbix.history_uint where clock<1488466329 limit 1;
查看当前session所有已产生的profile
mysql> show profiles;
+----------+------------+------------------------------------------------------------------+
| Query_ID | Duration | Query |
+----------+------------+------------------------------------------------------------------+
| 1 | 0.00044625 | show variables like '%profil%' |
| 2 | 6.43230200 | select * from zabbix.history_uint where clock<1488466329 limit 1 |
+----------+------------+------------------------------------------------------------------+
2 rows in set, 1 warning (0.00 sec)
我们看到有2个warning,之前一个,现在一个
mysql> show warnings;
+---------+------+--------------------------------------------------------------------------------------------------------------+
| Level | Code | Message |
+---------+------+--------------------------------------------------------------------------------------------------------------+
| Warning | 1287 | 'SHOW PROFILES' is deprecated and will be removed in a future release. Please use Performance Schema instead |
+---------+------+--------------------------------------------------------------------------------------------------------------+
1 row in set (0.00 sec)
告警是说SHOW PROFILES命令将来会被Performance Schema替换掉。
3、获取SQL语句的开销信息
开启profiling后,我们可以通过show profile等方式查看,其实这些开销信息被记录到information_schema.profiling表中。注show profile之类的语句不会被profiling,即自身不会产生Profiling。
我们下面的这个show profile查看的是show warnings产生的相应开销。
mysq> show profile;
+----------------+----------+
| Status | Duration |
+----------------+----------+
| starting | 0.000141 |
| query end | 0.000058 |
| closing tables | 0.000014 |
| freeing items | 0.001802 |
| cleaning up | 0.000272 |
+----------------+----------+
如下面的查询show warnings被添加到profiles
mysql> show profiles;
+----------+------------+------------------------------------------------------------------+
| Query_ID | Duration | Query |
+----------+------------+------------------------------------------------------------------+
| 1 | 0.00041150 | show variables like '%profil%' |
| 2 | 6.41118075 | select * from zabbix.history_uint where clock<1488466329 limit 1 |
| 3 | 0.00003900 | show warnings |
+----------+------------+------------------------------------------------------------------+
3 rows in set, 1 warning (0.00 sec)
获取指定查询的开销(Druation表示持续时间)
mysql> show profile for query 2;
+----------------------+----------+
| Status | Duration |
+----------------------+----------+
| starting | 0.000043 |
| checking permissions | 0.000004 |
| Opening tables | 0.000014 |
| init | 0.000019 |
| System lock | 0.000004 |
| optimizing | 0.000009 |
| statistics | 0.000062 |
| preparing | 0.000012 |
| executing | 0.000002 |
| Sending data | 6.410967 |
| end | 0.000009 |
| query end | 0.000005 |
| closing tables | 0.000010 |
| freeing items | 0.000011 |
| cleaning up | 0.000011 |
+----------------------+----------+
15 rows in set, 1 warning (0.00 sec)
Sending data:这个状态的名称很具有误导性,所谓的“Sending data”并不是单纯的发送数据,而是包括“收集 + 发送 数据”。
query end:表示语句执行完毕了,但是还有一些后续工作没做完时的状态。
freeing items:释放查询缓存里面的空间,如果是DML操作,所以相应的缓存里的记录就无效了,所以需要有这一步做处理。
查看所有开销
mysql> show profile all for query 2 ;
查看特定部分的开销,如下为CPU部分的开销
mysql> show profile cpu for query 2 ;
如下为MEMORY部分的开销
mysql> show profile memory for query 2 ;
同时查看不同资源开销
mysql> show profile block io,cpu for query 2;
4、INFORMATION_SCHEMA.PROFILING
上面已经看到了,show profile命令即将移除,所以可以直接去information_schema.profiling表查看,灵活度更大,其表结构信息如下:
mysql> desc information_schema.profiling;
+---------------------+--------------+------+-----+----------+-------+
| Field | Type | Null | Key | Default | Extra |
+---------------------+--------------+------+-----+----------+-------+
| QUERY_ID | int(20) | NO | | 0 | |
| SEQ | int(20) | NO | | 0 | |
| STATE | varchar(30) | NO | | | |
| DURATION | decimal(9,6) | NO | | 0.000000 | |
| CPU_USER | decimal(9,6) | YES | | NULL | |
| CPU_SYSTEM | decimal(9,6) | YES | | NULL | |
| CONTEXT_VOLUNTARY | int(20) | YES | | NULL | |
| CONTEXT_INVOLUNTARY | int(20) | YES | | NULL | |
| BLOCK_OPS_IN | int(20) | YES | | NULL | |
| BLOCK_OPS_OUT | int(20) | YES | | NULL | |
| MESSAGES_SENT | int(20) | YES | | NULL | |
| MESSAGES_RECEIVED | int(20) | YES | | NULL | |
| PAGE_FAULTS_MAJOR | int(20) | YES | | NULL | |
| PAGE_FAULTS_MINOR | int(20) | YES | | NULL | |
| SWAPS | int(20) | YES | | NULL | |
| SOURCE_FUNCTION | varchar(30) | YES | | NULL | |
| SOURCE_FILE | varchar(20) | YES | | NULL | |
| SOURCE_LINE | int(20) | YES | | NULL | |
+---------------------+--------------+------+-----+----------+-------+
18 rows in set (0.00 sec)
下面的SQL语句用于查询query_id为2的SQL开销,且按最大耗用时间倒序排列
mysql> set @query_id=2;
SELECT STATE, SUM(DURATION) AS Total_R,
ROUND(
100 * SUM(DURATION) /
(SELECT SUM(DURATION)
FROM INFORMATION_SCHEMA.PROFILING
WHERE QUERY_ID = @query_id
), 2) AS Pct_R,
COUNT(*) AS Calls,
SUM(DURATION) / COUNT(*) AS "R/Call"
FROM INFORMATION_SCHEMA.PROFILING
WHERE QUERY_ID = @query_id
GROUP BY STATE
ORDER BY Total_R DESC;
+----------------------+----------+--------+-------+--------------+
| STATE | Total_R | Pct_R | Calls | R/Call |
+----------------------+----------+--------+-------+--------------+
| Sending data | 6.410967 | 100.00 | 1 | 6.4109670000 |
| statistics | 0.000062 | 0.00 | 1 | 0.0000620000 |
| starting | 0.000043 | 0.00 | 1 | 0.0000430000 |
| init | 0.000019 | 0.00 | 1 | 0.0000190000 |
| Opening tables | 0.000014 | 0.00 | 1 | 0.0000140000 |
| preparing | 0.000012 | 0.00 | 1 | 0.0000120000 |
| cleaning up | 0.000011 | 0.00 | 1 | 0.0000110000 |
| freeing items | 0.000011 | 0.00 | 1 | 0.0000110000 |
| closing tables | 0.000010 | 0.00 | 1 | 0.0000100000 |
| optimizing | 0.000009 | 0.00 | 1 | 0.0000090000 |
| end | 0.000009 | 0.00 | 1 | 0.0000090000 |
| query end | 0.000005 | 0.00 | 1 | 0.0000050000 |
| System lock | 0.000004 | 0.00 | 1 | 0.0000040000 |
| checking permissions | 0.000004 | 0.00 | 1 | 0.0000040000 |
| executing | 0.000002 | 0.00 | 1 | 0.0000020000 |
+----------------------+----------+--------+-------+--------------+
15 rows in set (0.01 sec)
停止profile,可以设置profiling参数,或者在session退出之后,profiling会被自动关闭。
从以上可以看出,profiling即是将mysql处理sql的各个阶段的资源消耗查询统计出来。