MySQL凭借着出色的性能、低廉的成本、丰富的资源,已经成为绝大多数互联网公司的首选关系型数据库。虽然性能出色,但所谓“好马配好鞍”,如何能够更好的使用它,已经成为开发工程师的必修课,我们经常会从职位描述上看到诸如“精通MySQL”、“SQL语句优化”、“了解数据库原理”等要求。我们知道一般的应用系统,读写比例在10:1左右,而且插入操作和一般的更新操作很少出现性能问题,遇到最多的,也是最容易出问题的,还是一些复杂的查询操作,所以查询语句的优化显然是重中之重。
问题:cpu负载过高,达到36。
现象:通过mysqladmin -uroot -p processlist 查看到大量如下信息:
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Sending data select * from `rep_corp_vehicle_online_count` where corp_id = 48 and vehicle_id = 10017543
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根据以上的可能是表rep_corp_vehicle_online_count的问题 做出如下测试:
查看表结构:
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mysql> desc rep_corp_vehicle_online_count;
+ -------------+-------------+------+-----+---------+----------------+
| Field | Type | Null | Key | Default | Extra |
+ -------------+-------------+------+-----+---------+----------------+
| id | int (11) | NO | PRI | NULL | auto_increment |
| corp_id | int (11) | NO | | NULL | |
| vehicle_id | int (11) | NO | | NULL | |
| online_day | varchar (20) | NO | | NULL | |
| loc_total | int (11) | NO | | NULL | |
| create_time | datetime | NO | | NULL | |
| update_time | datetime | NO | | NULL | |
+ -------------+-------------+------+-----+---------+----------------+
7 rows in set (0.00 sec)
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查看索引,只有主键索引:
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mysql> show index from rep_corp_vehicle_online_count;
+ -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+ -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| rep_corp_vehicle_online_count | 0 | PRIMARY | 1 | id | A | 1247259 | NULL | NULL | | BTREE | | |
+ -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
1 row in set (0.00 sec)
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代码执行情况:
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mysql>explain select * from rep_corp_vehicle_online_count where corp_id = 79 and vehicle_id = 10016911 and online_day = '2016-03-29' \G
*************************** 1. row ***************************
id: 1
select_type: SIMPLE
table : rep_corp_vehicle_online_count
type: ALL
possible_keys: NULL
key : NULL
key_len: NULL
ref: NULL
rows : 1248495
Extra: Using where
1 row in set (0.00 sec)
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表数据分析情况,重复数据很多:
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mysql> select count ( distinct corp_id) from rep_corp_vehicle_online_count;
+ -------------------------+
| count ( distinct corp_id) |
+ -------------------------+
| 18 |
+ -------------------------+
1 row in set (0.63 sec)
mysql> select count (corp_id) from rep_corp_vehicle_online_count;
+ ----------------+
| count (corp_id) |
+ ----------------+
| 1239573 |
+ ----------------+
1 row in set (0.00 sec)
mysql> select count ( distinct vehicle_id) from rep_corp_vehicle_online_count;
+ ----------------------------+
| count ( distinct vehicle_id) |
+ ----------------------------+
| 2580 |
+ ----------------------------+
1 row in set (1.03 sec)
mysql>explain select count (vehicle_id) from rep_corp_vehicle_online_count;
+ -------------------+
| count (vehicle_id) |
+ -------------------+
| 1239911 |
+ -------------------+
1 row in set (0.00 sec)
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最后处理,创建索引:
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mysql> create index r_c_v on rep_corp_vehicle_online_count(corp_id,vehicle_id);
Query OK, 1487993 rows affected (6.09 sec)
Records: 1487993 Duplicates: 0 Warnings: 0
mysql> show index from rep_corp_vehicle_online_count;
+ -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+ -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| rep_corp_vehicle_online_count | 0 | PRIMARY | 1 | id | A | 1490176 | NULL | NULL | | BTREE | | |
| rep_corp_vehicle_online_count | 1 | r_c_v | 1 | corp_id | A | 18 | NULL | NULL | | BTREE | | |
| rep_corp_vehicle_online_count | 1 | r_c_v | 2 | vehicle_id | A | 2596 | NULL | NULL | | BTREE | | |
+ -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
3 rows in set (0.00 sec)
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添加索引过后负载降低到了1.73:
以上内容是小编给大家介绍的Mysql数据库之索引优化 ,希望对大家学习有所帮助!