《mysql分页性能优化:提高mysql大数据量下分页查询速度》要点:
本文介绍了mysql分页性能优化:提高mysql大数据量下分页查询速度,希望对您有用。如果有疑问,可以联系我们。
相关主题:MYSQL调优
关于分页的优化。
我们知道,在MySQL中分页很简单,直接LIMIT page_no,page_total 就可以了。
可是当记录数慢慢增大时,她就不那么好使了。
这里我们创建摘要表来记录页码和原表之间的关联。
下面为测试数据。
原表:
CREATE TABLE `t_group` ( `id` int(11) NOT NULL auto_increment, `money` decimal(10,2) NOT NULL, `user_name` varchar(20) NOT NULL, `create_time` timestamp NOT NULL default CURRENT_TIMESTAMP on update CURRENT_TIMESTAMP, PRIMARY KEY (`id`), KEY `idx_combination1` (`user_name`,`money`) ) ENGINE=MyISAM DEFAULT CHARSET=utf8;
原表总记录数:
mysql> select count(*) from t_group; +----------+ | count(*) | +----------+ | 10485760 | +----------+ 1 row in set (0.00 sec)
分页表:
CREATE TABLE `t_group_ids` ( `id` int(11) NOT NULL, `group_id` int(11) NOT NULL, PRIMARY KEY (`id`,`group_id`), KEY `idx_id` (`id`), KEY `idx_group_id` (`group_id`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8;
插入分页表数据。当然这里如果你的表主键不是ID,那你得自己想办法搞这个分页表的数据了。这个好实现,就不说了。
mysql> insert into t_group_ids select ceil(id/20),id from t_group; Query OK, 10485760 rows affected (2 min 56.19 sec) Records: 10485760 Duplicates: 0 Warnings: 0
看到初始维护耗时较长
现在来看看对比数据。
用普通LIMIT来实现分页。
mysql> select * from t_group where 1 limit 20; +----+--------+-----------+---------------------+ | id | money | user_name | create_time | +----+--------+-----------+---------------------+ | 1 | 50.23 | david | 2008-10-23 12:55:49 | | 2 | 55.23 | livia | 2008-10-23 10:02:09 | | 3 | 100.83 | leo | 2008-10-23 10:02:22 | | 4 | 99.99 | lucy | 2008-10-23 10:02:39 | | 5 | 299.99 | simon | 2008-10-23 10:02:52 | | 6 | 599.99 | sony | 2008-10-23 10:03:03 | | 7 | 599.99 | rick | 2008-10-23 10:03:12 | | 8 | 9.99 | anne | 2008-10-23 10:03:47 | | 9 | 9.99 | sarah | 2008-10-23 10:04:31 | | 10 | 900.99 | john | 2008-10-23 10:04:50 | | 11 | 0.23 | david | 2008-10-23 10:05:31 | | 12 | 5.23 | livia | 2008-10-23 10:05:31 | | 13 | 50.83 | leo | 2008-10-23 10:05:31 | | 14 | 49.99 | lucy | 2008-10-23 10:05:31 | | 15 | 249.99 | simon | 2008-10-23 10:05:31 | | 16 | 549.99 | sony | 2008-10-23 10:05:31 | | 17 | 549.99 | rick | 2008-10-23 10:05:31 | | 18 | -40.01 | anne | 2008-10-23 10:05:31 | | 19 | -40.01 | sarah | 2008-10-23 10:05:31 | | 20 | 850.99 | john | 2008-10-23 10:05:31 | +----+--------+-----------+---------------------+ 20 rows in set (0.01 sec)
用分页表来实现分页:其中b.id = 1就是分页表示第一页。
mysql> select a.* from t_group as a inner join t_group_ids as b where a.id = b.group_id and b.id = 1; +----+--------+-----------+---------------------+ | id | money | user_name | create_time | +----+--------+-----------+---------------------+ | 1 | 50.23 | david | 2008-10-23 12:55:49 | | 2 | 55.23 | livia | 2008-10-23 10:02:09 | | 3 | 100.83 | leo | 2008-10-23 10:02:22 | | 4 | 99.99 | lucy | 2008-10-23 10:02:39 | | 5 | 299.99 | simon | 2008-10-23 10:02:52 | | 6 | 599.99 | sony | 2008-10-23 10:03:03 | | 7 | 599.99 | rick | 2008-10-23 10:03:12 | | 8 | 9.99 | anne | 2008-10-23 10:03:47 | | 9 | 9.99 | sarah | 2008-10-23 10:04:31 | | 10 | 900.99 | john | 2008-10-23 10:04:50 | | 11 | 0.23 | david | 2008-10-23 10:05:31 | | 12 | 5.23 | livia | 2008-10-23 10:05:31 | | 13 | 50.83 | leo | 2008-10-23 10:05:31 | | 14 | 49.99 | lucy | 2008-10-23 10:05:31 | | 15 | 249.99 | simon | 2008-10-23 10:05:31 | | 16 | 549.99 | sony | 2008-10-23 10:05:31 | | 17 | 549.99 | rick | 2008-10-23 10:05:31 | | 18 | -40.01 | anne | 2008-10-23 10:05:31 | | 19 | -40.01 | sarah | 2008-10-23 10:05:31 | | 20 | 850.99 | john | 2008-10-23 10:05:31 | +----+--------+-----------+---------------------+ 20 rows in set (0.00 sec)
取第50W页的数据。
原来表:
mysql> select * from t_group where 1 limit 9999980,20; +----------+---------+-----------+---------------------+ | id | money | user_name | create_time | +----------+---------+-----------+---------------------+ | 9999981 | 810.13 | david | 2008-10-23 10:09:24 | | 9999982 | 815.13 | livia | 2008-10-23 10:09:24 | | 9999983 | 860.73 | leo | 2008-10-23 10:09:24 | | 9999984 | 859.89 | lucy | 2008-10-23 10:09:24 | | 9999985 | 1059.89 | simon | 2008-10-23 10:09:24 | | 9999986 | 1359.89 | sony | 2008-10-23 10:09:24 | | 9999987 | 1359.89 | rick | 2008-10-23 10:09:24 | | 9999988 | 769.89 | anne | 2008-10-23 10:09:24 | | 9999989 | 769.89 | sarah | 2008-10-23 10:09:24 | | 9999990 | 1660.89 | john | 2008-10-23 10:09:24 | | 9999991 | 760.13 | david | 2008-10-23 10:09:24 | | 9999992 | 765.13 | livia | 2008-10-23 10:09:24 | | 9999993 | 810.73 | leo | 2008-10-23 10:09:24 | | 9999994 | 809.89 | lucy | 2008-10-23 10:09:24 | | 9999995 | 1009.89 | simon | 2008-10-23 10:09:24 | | 9999996 | 1309.89 | sony | 2008-10-23 10:09:24 | | 9999997 | 1309.89 | rick | 2008-10-23 10:09:24 | | 9999998 | 719.89 | anne | 2008-10-23 10:09:24 | | 9999999 | 719.89 | sarah | 2008-10-23 10:09:24 | | 10000000 | 1610.89 | john | 2008-10-23 10:09:24 | +----------+---------+-----------+---------------------+ 20 rows in set (4.21 sec)
分页表:
mysql> select a.* from t_group as a inner join t_group_ids as b where a.id = b.group_id and b.id = 500000; +----------+---------+-----------+---------------------+ | id | money | user_name | create_time | +----------+---------+-----------+---------------------+ | 9999981 | 810.13 | david | 2008-10-23 10:09:24 | | 9999982 | 815.13 | livia | 2008-10-23 10:09:24 | | 9999983 | 860.73 | leo | 2008-10-23 10:09:24 | | 9999984 | 859.89 | lucy | 2008-10-23 10:09:24 | | 9999985 | 1059.89 | simon | 2008-10-23 10:09:24 | | 9999986 | 1359.89 | sony | 2008-10-23 10:09:24 | | 9999987 | 1359.89 | rick | 2008-10-23 10:09:24 | | 9999988 | 769.89 | anne | 2008-10-23 10:09:24 | | 9999989 | 769.89 | sarah | 2008-10-23 10:09:24 | | 9999990 | 1660.89 | john | 2008-10-23 10:09:24 | | 9999991 | 760.13 | david | 2008-10-23 10:09:24 | | 9999992 | 765.13 | livia | 2008-10-23 10:09:24 | | 9999993 | 810.73 | leo | 2008-10-23 10:09:24 | | 9999994 | 809.89 | lucy | 2008-10-23 10:09:24 | | 9999995 | 1009.89 | simon | 2008-10-23 10:09:24 | | 9999996 | 1309.89 | sony | 2008-10-23 10:09:24 | | 9999997 | 1309.89 | rick | 2008-10-23 10:09:24 | | 9999998 | 719.89 | anne | 2008-10-23 10:09:24 | | 9999999 | 719.89 | sarah | 2008-10-23 10:09:24 | | 10000000 | 1610.89 | john | 2008-10-23 10:09:24 | +----------+---------+-----------+---------------------+ 20 rows in set (0.03 sec)
我们来取最后一页的数据。
原表:
mysql> select * from t_group where 1 limit 10485740,20; +----------+---------+-----------+---------------------+ | id | money | user_name | create_time | +----------+---------+-----------+---------------------+ | 10485741 | 1935.42 | david | 2008-10-23 10:09:24 | | 10485742 | 1955.42 | livia | 2008-10-23 10:09:24 | | 10485743 | 2137.82 | leo | 2008-10-23 10:09:24 | | 10485744 | 2134.46 | lucy | 2008-10-23 10:09:24 | | 10485745 | 2934.46 | simon | 2008-10-23 10:09:24 | | 10485746 | 4134.46 | sony | 2008-10-23 10:09:24 | | 10485747 | 4134.46 | rick | 2008-10-23 10:09:24 | | 10485748 | 1774.46 | anne | 2008-10-23 10:09:24 | | 10485749 | 1774.46 | sarah | 2008-10-23 10:09:24 | | 10485750 | 5338.46 | john | 2008-10-23 10:09:24 | | 10485751 | 1735.42 | david | 2008-10-23 10:09:24 | | 10485752 | 1755.42 | livia | 2008-10-23 10:09:24 | | 10485753 | 1937.82 | leo | 2008-10-23 10:09:24 | | 10485754 | 1934.46 | lucy | 2008-10-23 10:09:24 | | 10485755 | 2734.46 | simon | 2008-10-23 10:09:24 | | 10485756 | 3934.46 | sony | 2008-10-23 10:09:24 | | 10485757 | 3934.46 | rick | 2008-10-23 10:09:24 | | 10485758 | 1574.46 | anne | 2008-10-23 10:09:24 | | 10485759 | 1574.46 | sarah | 2008-10-23 10:09:24 | | 10485760 | 5138.46 | john | 2008-10-23 10:09:24 | +----------+---------+-----------+---------------------+ 20 rows in set (4.88 sec)
分页表:
mysql> select a.* from t_group as a inner join t_group_ids as b where a.id = b.group_id and b.id = 524288; +----------+---------+-----------+---------------------+ | id | money | user_name | create_time | +----------+---------+-----------+---------------------+ | 10485741 | 1935.42 | david | 2008-10-23 10:09:24 | | 10485742 | 1955.42 | livia | 2008-10-23 10:09:24 | | 10485743 | 2137.82 | leo | 2008-10-23 10:09:24 | | 10485744 | 2134.46 | lucy | 2008-10-23 10:09:24 | | 10485745 | 2934.46 | simon | 2008-10-23 10:09:24 | | 10485746 | 4134.46 | sony | 2008-10-23 10:09:24 | | 10485747 | 4134.46 | rick | 2008-10-23 10:09:24 | | 10485748 | 1774.46 | anne | 2008-10-23 10:09:24 | | 10485749 | 1774.46 | sarah | 2008-10-23 10:09:24 | | 10485750 | 5338.46 | john | 2008-10-23 10:09:24 | | 10485751 | 1735.42 | david | 2008-10-23 10:09:24 | | 10485752 | 1755.42 | livia | 2008-10-23 10:09:24 | | 10485753 | 1937.82 | leo | 2008-10-23 10:09:24 | | 10485754 | 1934.46 | lucy | 2008-10-23 10:09:24 | | 10485755 | 2734.46 | simon | 2008-10-23 10:09:24 | | 10485756 | 3934.46 | sony | 2008-10-23 10:09:24 | | 10485757 | 3934.46 | rick | 2008-10-23 10:09:24 | | 10485758 | 1574.46 | anne | 2008-10-23 10:09:24 | | 10485759 | 1574.46 | sarah | 2008-10-23 10:09:24 | | 10485760 | 5138.46 | john | 2008-10-23 10:09:24 | +----------+---------+-----------+---------------------+ 20 rows in set (0.01 sec)
总结:我们看到,当表记录数增加时,LIMIT的性能随着线性增长。而当我们存放了页码与主键的关联后,性能大增。
但是,这个方法你需要在删除数据时,及时维护分页表,也就是:
mysql> insert into t_group_ids select ceil(id/20),id from t_group; Query OK, 10485760 rows affected (2 min 56.19 sec) Records: 10485760 Duplicates: 0 Warnings: 0
维护耗时较长。
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