浅谈MySQL中的子查询优化技巧 |
本文标签:MySQL mysql的子查询的优化一直不是很友好,一直有受业界批评比较多,也是我在sql优化中遇到过最多的问题之一,你可以点击这里 ,这里来获得一些信息,mysql在处理子查询的时候,会将子查询改写,通常情况下,我们希望由内到外,也就是先完成子查询的结果,然后在用子查询来驱动外查询的表,完成查询,但是恰恰相反,子查询不会先被执行;今天希望通过介绍一些实际的案例来加深对mysql子查询的理解: 案例:用户反馈数据库响应较慢,许多业务动更新被卡住;登录到数据库中观察,发现长时间执行的sql; | 10437 | usr0321t9m9 | 10.242.232.50:51201 | oms | Execute | 1179 | Sending Sql为: select tradedto0_.* from a1 tradedto0_ where tradedto0_.tradestatus=1 and (tradedto0_.tradeoid in (select orderdto1_.tradeoid from a2 orderdto1_ where orderdto1_.proname like %??% or orderdto1_.procode like %??%)) and tradedto0_.undefine4=1 and tradedto0_.invoicetype=1 and tradedto0_.tradestep=0 and (tradedto0_.orderCompany like 0002%) order by tradedto0_.tradesign ASC, tradedto0_.makertime desc limit 15; 2.其他表的更新被阻塞: update a1 set tradesign=DAB67634-795C-4EAC-B4A0-78F0D531D62F, markColor= #CD5555, memotime=2012-09- 22, markPerson=?? where tradeoid in (gy2012092204495100032) ; 为了尽快恢复应用,将其长时间执行的sql kill掉后,应用恢复正常; db@3306 :explain select tradedto0_.* from a1 tradedto0_ where tradedto0_.tradestatus=1 and (tradedto0_.tradeoid in (select orderdto1_.tradeoid from a2 orderdto1_ where orderdto1_.proname like %??% or orderdto1_.procode like %??%)) and tradedto0_.undefine4=1 and tradedto0_.invoicetype=1 and tradedto0_.tradestep=0 and (tradedto0_.orderCompany like 0002%) order by tradedto0_.tradesign ASC, tradedto0_.makertime desc limit 15; +----+--------------------+------------+------+---------------+------+---------+------+-------+----- | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+--------------------+------------+------+---------------+------+---------+------+-------+----- | 1 | PRIMARY | tradedto0_ | ALL | NULL | NULL | NULL | NULL | 27454 | Using where; Using filesort | | 2 | DEPENDENT SUBQUERY | orderdto1_ | ALL | NULL | NULL | NULL | NULL | 40998 | Using where | +----+--------------------+------------+------+---------------+------+---------+------+-------+----- 从执行计划上,我们开始一步一步地进行优化: db@3306:alter table a2 add index ind_a2(proname,procode,tradeoid); ERROR 1071 (42000): Specified key was too long; max key length is 1000 bytes 添加组合索引超过了最大key length限制: db@3306 :DESC a2 ; +---------------------+---------------+------+-----+---------+-------+ | FIELD | TYPE | NULL | KEY | DEFAULT | Extra | +---------------------+---------------+------+-----+---------+-------+ | OID | VARCHAR(50) | NO | PRI | NULL | | | TRADEOID | VARCHAR(50) | YES | | NULL | | | PROCODE | VARCHAR(50) | YES | | NULL | | | PRONAME | VARCHAR(1000) | YES | | NULL | | | SPCTNCODE | VARCHAR(200) | YES | | NULL | | C.查看表字段的平均长度: db@3306 :SELECT MAX(LENGTH(PRONAME)),avg(LENGTH(PRONAME)) FROM a2; +----------------------+----------------------+ | MAX(LENGTH(PRONAME)) | avg(LENGTH(PRONAME)) | +----------------------+----------------------+ | 95 | 24.5588 | D.缩小字段长度 ALTER TABLE MODIFY COLUMN PRONAME VARCHAR(156); 再进行执行计划分析: db@3306 :explain select tradedto0_.* from a1 tradedto0_ where tradedto0_.tradestatus=1 and (tradedto0_.tradeoid in (select orderdto1_.tradeoid from a2 orderdto1_ where orderdto1_.proname like %??% or orderdto1_.procode like %??%)) and tradedto0_.undefine4=1 and tradedto0_.invoicetype=1 and tradedto0_.tradestep=0 and (tradedto0_.orderCompany like 0002%) order by tradedto0_.tradesign ASC, tradedto0_.makertime desc limit 15; +----+--------------------+------------+-------+-----------------+----------------------+---------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+--------------------+------------+-------+-----------------+----------------------+---------+ | 1 | PRIMARY | tradedto0_ | ref | ind_tradestatus | ind_tradestatus | 345 | const,const,const,const | 8962 | Using where; Using filesort | | 2 | DEPENDENT SUBQUERY | orderdto1_ | index | NULL | ind_a2 | 777 | NULL | 41005 | Using where; Using index | +----+--------------------+------------+-------+-----------------+----------------------+---------+ 发现性能还是上不去,关键在两个表扫描的行数并没有减小(8962*41005),上面添加的索引没有太大的效果,现在查看t表的执行结果: db@3306 :select orderdto1_.tradeoid from t orderdto1_ where orderdto1_.proname like %??% or orderdto1_.procode like %??%; Empty set (0.05 sec) 结果集为空,所以需要将t表的结果集做作为驱动表; select tradedto0_.* from a1 tradedto0_ ,(select orderdto1_.tradeoid from a2 orderdto1_ where orderdto1_.proname like %??% or orderdto1_.procode like %??%)t2 where tradedto0_.tradestatus=1 and (tradedto0_.tradeoid=t2.tradeoid ) and tradedto0_.undefine4=1 and tradedto0_.invoicetype=1 and tradedto0_.tradestep=0 and (tradedto0_.orderCompany like 0002%) order by tradedto0_.tradesign ASC, tradedto0_.makertime desc limit 15; 5.查看执行计划: db@3306 :explain select tradedto0_.* from a1 tradedto0_ ,(select orderdto1_.tradeoid from a2 orderdto1_ where orderdto1_.proname like %??% or orderdto1_.procode like %??%)t2 where tradedto0_.tradestatus=1 and (tradedto0_.tradeoid=t2.tradeoid ) and tradedto0_.undefine4=1 and tradedto0_.invoicetype=1 and tradedto0_.tradestep=0 and (tradedto0_.orderCompany like 0002%) order by tradedto0_.tradesign ASC, tradedto0_.makertime desc limit 15; +----+-------------+------------+-------+---------------+----------------------+---------+------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+------------+-------+---------------+----------------------+---------+------+ | 1 | PRIMARY | NULL | NULL | NULL | NULL | NULL | NULL | NULL | Impossible WHERE noticed after reading const tables | | 2 | DERIVED | orderdto1_ | index | NULL | ind_a2 | 777 | NULL | 41005 | Using where; Using index | +----+-------------+------------+-------+---------------+----------------------+---------+------+ 6.执行时间: db@3306 :select tradedto0_.* from a1 tradedto0_ ,(select orderdto1_.tradeoid from a2 orderdto1_ where orderdto1_.proname like %??% or orderdto1_.procode like %??%)t2 where tradedto0_.tradestatus=1 and (tradedto0_.tradeoid=t2.tradeoid ) and tradedto0_.undefine4=1 and tradedto0_.invoicetype=1 and tradedto0_.tradestep=0 and (tradedto0_.orderCompany like 0002%) order by tradedto0_.tradesign ASC, tradedto0_.makertime desc limit 15; Empty set (0.03 sec) 缩短到了毫秒; |