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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。

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