1、索引
索引是表的目录,在查找内容之前可以先在目录中查找索引位置,以此快速定位查询数据。对于索引,会保存在额外的文件中。
2、索引,是数据库中专门用于帮助用户快速查询数据的一种数据结构。类似于字典中的目录,查找字典内容时可以根据目录查找到数据的存放位置,然后直接获取即可。
索引由数据库中一列或多列组合而成,其作用是提高对表中数据的查询速度
索引的优点是可以提高检索数据的速度
索引的缺点是创建和维护索引需要耗费时间
索引可以提高查询速度,会减慢写入速度
索引分类
1.普通索引
2.唯一索引
3.全文索引
4.单列索引
5.多列索引
6.空间索引
7.主键索引
8.组合索引
- 普通索引:仅加速查询
- 唯一索引:加速查询 + 列值唯一(可以有null)
- 主键索引:加速查询 + 列值唯一 + 表中只有一个(不可以有null)
- 组合索引:多列值组成一个索引,
专门用于组合搜索,其效率大于索引合并 - 全文索引:对文本的内容进行分词,进行搜索
索引合并,使用多个单列索引组合搜索
覆盖索引,select的数据列只用从索引中就能够取得,不必读取数据行,换句话说查询列要被所建的索引覆盖
如何创建索引?记住一个单词—explain
创建表的时候创建索引
1 2 3 4 5 6 | <span class= "hljs-keyword" > CREATE <span class= "hljs-keyword" > TABLE tbl_name( 字段名称 字段类型 [完整性约束条件], ,,,, [<span class= "hljs-keyword" > UNIQUE |FULLTEXT|SPATIAL] <span class= "hljs-keyword" > INDEX |<span class= "hljs-keyword" > KEY [索引名称](字段名称[(长度)]) [<span class= "hljs-keyword" > ASC |<span class= "hljs-keyword" > DESC ] );</span></span></span></span></span></span></span> |
在已经存在的表上创建索引:
1 2 | 1. CREATE [ UNIQUE |FULLTEXT|SPATIAL] INDEX 索引名称 ON 表名{字段名称[(长度)] [ ASC | DESC ]} 2. ALTER TABLE tbl_name ADD [<span class= "hljs-string" > UNIQUE |FULLTEXT|SPATIAL] INDEX 索引名称(字段名称[<span class= "hljs-string" >(长度)][<span class= "hljs-symbol" > ASC | DESC ]);</span></span></span> |
如何删除索引?
1 | <span class= "hljs-keyword" > DROP <span class= "hljs-keyword" > INDEX 索引名称 <span class= "hljs-keyword" > ON tbl_name</span></span></span> |
1.普通索引
普通索引仅有一个功能:加速查询
创建表+索引
1 2 3 4 5 6 7 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > table in1( nid <span class= "hljs-built_in" > int <span class= "hljs-keyword" > not <span class= "hljs-literal" > null auto_increment primary <span class= "hljs-keyword" > key , <span class= "hljs-keyword" > name <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >32) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , email <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >64) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , extra <span class= "hljs-built_in" >text, <span class= "hljs-keyword" > index ix_name (<span class= "hljs-keyword" > name ) )</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
创建索引
1 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > index index_name <span class= "hljs-keyword" > on table_name(column_name)</span></span></span> |
删除索引
1 | <span class= "hljs-keyword" > drop index_name <span class= "hljs-keyword" > on table_name;</span></span> |
查看索引
1 | <span class= "hljs-keyword" >show <span class= "hljs-keyword" > index <span class= "hljs-keyword" > from table_name;</span></span></span> |
注意:对于创建索引时如果是BLOB 和 TEXT 类型,必须指定length。
1 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > index ix_extra <span class= "hljs-keyword" > on in1(extra(<span class= "hljs-number" >32));</span></span></span></span> |
2、唯一索引
唯一索引有两个功能:加速查询 和 唯一约束(可含null)
创建表+唯一索引
1 2 3 4 5 6 7 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > table in1( nid <span class= "hljs-built_in" > int <span class= "hljs-keyword" > not <span class= "hljs-literal" > null auto_increment primary <span class= "hljs-keyword" > key , <span class= "hljs-keyword" > name <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >32) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , email <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >64) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , extra <span class= "hljs-built_in" >text, <span class= "hljs-keyword" > unique ix_name (<span class= "hljs-keyword" > name ) )</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
创建唯一索引
1 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > unique <span class= "hljs-keyword" > index 索引名 <span class= "hljs-keyword" > on 表名(列名)</span></span></span></span> |
删除唯一索引
1 | <span class= "hljs-keyword" > drop <span class= "hljs-keyword" > unique <span class= "hljs-keyword" > index 索引名 <span class= "hljs-keyword" > on 表名</span></span></span></span> |
3、主键索引
主键有两个功能:加速查询 和 唯一约束(不可含null)
创建表+创建主键
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > table in1( nid <span class= "hljs-built_in" > int <span class= "hljs-keyword" > not <span class= "hljs-literal" > null auto_increment primary <span class= "hljs-keyword" > key , <span class= "hljs-keyword" > name <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >32) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , email <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >64) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , extra <span class= "hljs-built_in" >text, <span class= "hljs-keyword" > index ix_name (<span class= "hljs-keyword" > name ) ) <span class= "hljs-keyword" > OR <span class= "hljs-keyword" > create <span class= "hljs-keyword" > table in1( nid <span class= "hljs-built_in" > int <span class= "hljs-keyword" > not <span class= "hljs-literal" > null auto_increment, <span class= "hljs-keyword" > name <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >32) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , email <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >64) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , extra <span class= "hljs-built_in" >text, primary <span class= "hljs-keyword" > key (ni1), <span class= "hljs-keyword" > index ix_name (<span class= "hljs-keyword" > name ) )</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
创建主键
1 | <span class= "hljs-keyword" > alter <span class= "hljs-keyword" > table 表名 <span class= "hljs-keyword" > add primary <span class= "hljs-keyword" > key (列名);</span></span></span></span> |
删除主键
1 2 | <span class= "hljs-keyword" > alter <span class= "hljs-keyword" > table 表名 <span class= "hljs-keyword" > drop primary <span class= "hljs-keyword" > key ; <span class= "hljs-keyword" > alter <span class= "hljs-keyword" > table 表名 <span class= "hljs-keyword" > modify 列名 <span class= "hljs-built_in" > int , <span class= "hljs-keyword" > drop primary <span class= "hljs-keyword" > key ;</span></span></span></span></span></span></span></span></span></span> |
4、组合索引
组合索引是将n个列组合成一个索引
其应用场景为:频繁的同时使用n列来进行查询,如:where n1 = ‘alex’ and n2 = 666。
创建表
1 2 3 4 5 6 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > table in3( nid <span class= "hljs-built_in" > int <span class= "hljs-keyword" > not <span class= "hljs-literal" > null auto_increment primary <span class= "hljs-keyword" > key , <span class= "hljs-keyword" > name <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >32) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , email <span class= "hljs-built_in" > varchar (<span class= "hljs-number" >64) <span class= "hljs-keyword" > not <span class= "hljs-literal" > null , extra <span class= "hljs-built_in" >text )</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
创建组合索引
1 | <span class= "hljs-keyword" > create <span class= "hljs-keyword" > index ix_name_email <span class= "hljs-keyword" > on in3(<span class= "hljs-keyword" > name ,email);</span></span></span></span> |
如上创建组合索引之后,查询:
- name and email – 使用索引
- name — 使用索引
- email — 不使用索引
注意:对于同时搜索n个条件时,组合索引的性能好于多个单一索引合并。
相关命令
1 2 3 4 5 6 7 8 9 10 11 12 13 | - 查看表结构 desc 表名 - 查看生成表的SQL <span class= "hljs-keyword" >show <span class= "hljs-keyword" > create <span class= "hljs-keyword" > table 表名 - 查看索引 <span class= "hljs-keyword" >show <span class= "hljs-keyword" > index <span class= "hljs-keyword" > from 表名 - 查看执行时间 <span class= "hljs-keyword" > set profiling = <span class= "hljs-number" >1; SQL... <span class= "hljs-keyword" >show <span class= "hljs-keyword" >profiles;</span></span></span></span></span></span></span></span></span></span> |
使用索引和不使用索引
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 | 由于索引是专门用于加速搜索而生,所以加上索引之后,查询效率会快到飞起来。 <span class= "hljs-comment" ># 有索引 mysql> select * from tb1 where name = <span class= "hljs-string" > 'wupeiqi-888' ; + -----+-------------+---------------------+----------------------------------+---------------------+ <span class= "hljs-params" >| nid | name <span class= "hljs-params" >| email | radom <span class= "hljs-params" >| ctime | + -----+-------------+---------------------+----------------------------------+---------------------+ <span class= "hljs-params" >| 889 | wupeiqi-<span class= "hljs-number" >888 <span class= "hljs-params" >| wupeiqi888@live.com | <span class= "hljs-number" >5312269e76a16a90b8a8301d5314204b <span class= "hljs-params" >| 2016-08-03 09:33:35 | + -----+-------------+---------------------+----------------------------------+---------------------+ <span class= "hljs-number" >1 row <span class= "hljs-keyword" > in set (<span class= "hljs-number" >0.<span class= "hljs-number" >00 sec) <span class= "hljs-comment" ># 无索引 mysql> select * from tb1 where email = <span class= "hljs-string" > 'wupeiqi888@live.com' ; + -----+-------------+---------------------+----------------------------------+---------------------+ <span class= "hljs-params" >| nid | name <span class= "hljs-params" >| email | radom <span class= "hljs-params" >| ctime | + -----+-------------+---------------------+----------------------------------+---------------------+ <span class= "hljs-params" >| 889 | wupeiqi-<span class= "hljs-number" >888 <span class= "hljs-params" >| wupeiqi888@live.com | <span class= "hljs-number" >5312269e76a16a90b8a8301d5314204b <span class= "hljs-params" >| 2016-08-03 09:33:35 | + -----+-------------+---------------------+----------------------------------+---------------------+ <span class= "hljs-number" >1 row <span class= "hljs-keyword" > in set (<span class= "hljs-number" >1.23 sec)</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
正确使用索引
数据库表中添加索引后确实会让查询速度起飞,但前提必须是正确的使用索引来查询,如果以错误的方式使用,则即使建立索引也会不奏效。
即使建立索引,索引也不会生效:
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 | - like '%xx' <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where <span class= "hljs-keyword" > name <span class= "hljs-keyword" > like <span class= "hljs-string" > '%cn' ; - 使用函数 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where <span class= "hljs-keyword" >reverse(<span class= "hljs-keyword" > name ) = <span class= "hljs-string" > 'wupeiqi' ; - or <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid = <span class= "hljs-number" >1 <span class= "hljs-keyword" > or email = <span class= "hljs-string" > 'seven@live.com' ; 特别的:当 or 条件中有未建立索引的列才失效,以下会走索引 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid = <span class= "hljs-number" >1 <span class= "hljs-keyword" > or <span class= "hljs-keyword" > name = <span class= "hljs-string" > 'seven' ; <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid = <span class= "hljs-number" >1 <span class= "hljs-keyword" > or email = <span class= "hljs-string" > 'seven@live.com' <span class= "hljs-keyword" > and <span class= "hljs-keyword" > name = <span class= "hljs-string" > 'alex' - 类型不一致 如果列是字符串类型,传入条件是必须用引号引起来,不然... <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where <span class= "hljs-keyword" > name = <span class= "hljs-number" >999; - != <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where <span class= "hljs-keyword" > name != <span class= "hljs-string" > 'alex' 特别的:如果是主键,则还是会走索引 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid != <span class= "hljs-number" >123 - > <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where <span class= "hljs-keyword" > name > <span class= "hljs-string" > 'alex' 特别的:如果是主键或索引是整数类型,则还是会走索引 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid > <span class= "hljs-number" >123 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where <span class= "hljs-keyword" >num > <span class= "hljs-number" >123 - <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by <span class= "hljs-keyword" > select email <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by <span class= "hljs-keyword" > name <span class= "hljs-keyword" > desc ; 当根据索引排序时候,选择的映射如果不是索引,则不走索引 特别的:如果对主键排序,则还是走索引: <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > desc ; - 组合索引最左前缀 如果组合索引为:( name ,email) name and email <span class= "hljs-comment" > -- 使用索引 name <span class= "hljs-comment" > -- 使用索引 email <span class= "hljs-comment" > -- 不使用索引</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
其他注意事项
1 2 3 4 5 6 7 8 9 | <span class= "hljs-deletion" >- 避免使用 select * <span class= "hljs-deletion" >- count (1)或 count (列) 代替 count (*) <span class= "hljs-deletion" >- 创建表时尽量时 char 代替 varchar <span class= "hljs-deletion" >- 表的字段顺序固定长度的字段优先 <span class= "hljs-deletion" >- 组合索引代替多个单列索引(经常使用多个条件查询时) <span class= "hljs-deletion" >- 尽量使用短索引 <span class= "hljs-deletion" >- 使用连接( JOIN )来代替子查询(Sub-Queries) <span class= "hljs-deletion" >- 连表时注意条件类型需一致 <span class= "hljs-deletion" >- 索引散列值(重复少)不适合建索引,例:性别不适合</span></span></span></span></span></span></span></span></span> |
limit分页
无论是否有索引,limit分页是一个值得关注的问题
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 | 每页显示10条: 当前 118 120, 125 倒序: 大 小 980 970 7 6 6 5 54 43 32 21 19 98 下一页: <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid < (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid < 当前页最小值 <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > desc <span class= "hljs-keyword" >limit 每页数据 *【页码-当前页】) A <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by A.nid <span class= "hljs-keyword" > asc <span class= "hljs-keyword" >limit <span class= "hljs-number" >1) <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > desc <span class= "hljs-keyword" >limit <span class= "hljs-number" >10; <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid < (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid < <span class= "hljs-number" >970 <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > desc <span class= "hljs-keyword" >limit <span class= "hljs-number" >40) A <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by A.nid <span class= "hljs-keyword" > asc <span class= "hljs-keyword" >limit <span class= "hljs-number" >1) <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > desc <span class= "hljs-keyword" >limit <span class= "hljs-number" >10; 上一页: <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid < (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid > 当前页最大值 <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > asc <span class= "hljs-keyword" >limit 每页数据 *【当前页-页码】) A <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by A.nid <span class= "hljs-keyword" > asc <span class= "hljs-keyword" >limit <span class= "hljs-number" >1) <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > desc <span class= "hljs-keyword" >limit <span class= "hljs-number" >10; <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid < (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid > <span class= "hljs-number" >980 <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > asc <span class= "hljs-keyword" >limit <span class= "hljs-number" >20) A <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by A.nid <span class= "hljs-keyword" > desc <span class= "hljs-keyword" >limit <span class= "hljs-number" >1) <span class= "hljs-keyword" > order <span class= "hljs-keyword" > by nid <span class= "hljs-keyword" > desc <span class= "hljs-keyword" >limit <span class= "hljs-number" >10;</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
执行计划
explain + 查询SQL – 用于显示SQL执行信息参数,根据参考信息可以进行SQL优化
1 2 3 4 5 6 7 | mysql> explain select * from tb2; + ----+-------------+-------+------+---------------+------+---------+------+------+-------+ <span class= "hljs-params" >| id | select_type <span class= "hljs-params" >| table | type <span class= "hljs-params" >| possible_keys | key <span class= "hljs-params" >| key_len | ref <span class= "hljs-params" >| rows | Extra <span class= "hljs-params" >| + ----+-------------+-------+------+---------------+------+---------+------+------+-------+ | <span class= "hljs-number" >1 <span class= "hljs-params" >| SIMPLE | tb2 <span class= "hljs-params" >| ALL | NULL <span class= "hljs-params" >| NULL | NULL <span class= "hljs-params" >| NULL | <span class= "hljs-number" >2 <span class= "hljs-params" >| NULL | + ----+-------------+-------+------+---------------+------+---------+------+------+-------+ <span class= "hljs-number" >1 row <span class= "hljs-keyword" > in set (<span class= "hljs-number" >0.<span class= "hljs-number" >00 sec)</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
执行计划
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 | id 查询顺序标识 如:mysql> explain <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from (<span class= "hljs-keyword" > select nid, name <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid < <span class= "hljs-number" >10) <span class= "hljs-keyword" > as B; + ----+-------------+------------+-------+---------------+---------+---------+------+------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | <span class= "hljs-keyword" >ref | rows | Extra | + ----+-------------+------------+-------+---------------+---------+---------+------+------+-------------+ | <span class= "hljs-number" >1 | PRIMARY | <derived2> | ALL | NULL | NULL | NULL | NULL | <span class= "hljs-number" >9 | NULL | | <span class= "hljs-number" >2 | DERIVED | tb1 | range | PRIMARY | PRIMARY | <span class= "hljs-number" >8 | NULL | <span class= "hljs-number" >9 | Using <span class= "hljs-keyword" > where | + ----+-------------+------------+-------+---------------+---------+---------+------+------+-------------+ 特别的:如果使用 union 连接气值可能为<span class= "hljs-literal" > null select_type 查询类型 SIMPLE 简单查询 PRIMARY 最外层查询 SUBQUERY 映射为子查询 DERIVED 子查询 UNION 联合 UNION RESULT 使用联合的结果 ... table 正在访问的表名 type 查询时的访问方式,性能: all < index < range < index_merge < ref_or_null < <span class= "hljs-keyword" >ref < eq_ref < system/<span class= "hljs-keyword" >const ALL 全表扫描,对于数据表从头到尾找一遍 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1; 特别的:如果有limit限制,则找到之后就不在继续向下扫描 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where email = <span class= "hljs-string" > 'seven@live.com' <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where email = <span class= "hljs-string" > 'seven@live.com' limit <span class= "hljs-number" >1; 虽然上述两个语句都会进行全表扫描,第二句使用了limit,则找到一个后就不再继续扫描。 INDEX 全索引扫描,对索引从头到尾找一遍 <span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from tb1; RANGE 对索引列进行范围查找 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where name < <span class= "hljs-string" > 'alex' ; PS: between and <span class= "hljs-keyword" > in > >= < <= 操作 注意:!= 和 > 符号 INDEX_MERGE 合并索引,使用多个单列索引搜索 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where name = <span class= "hljs-string" > 'alex' <span class= "hljs-function" > or nid <span class= "hljs-title" > in (<span class= "hljs-params" ><span class= "hljs-number" >11,<span class= "hljs-number" >22,<span class= "hljs-number" >33); REF 根据索引查找一个或多个值 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where name = <span class= "hljs-string" > 'seven' ; EQ_REF 连接时使用 primary key 或 unique 类型 <span class= "hljs-keyword" > select tb2.nid,tb1. name <span class= "hljs-keyword" > from tb2 left <span class= "hljs-keyword" > join tb1 on tb2.nid = tb1.nid; CONST 常量 表最多有一个匹配行,因为仅有一行,在这行的列值可被优化器剩余部分认为是常数,<span class= "hljs-keyword" >const表很快,因为它们只读取一次。 <span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid = <span class= "hljs-number" >2 ; SYSTEM 系统 表仅有一行(=系统表)。这是<span class= "hljs-keyword" >const联接类型的一个特例。 <span class= "hljs-keyword" > select * <span class= "hljs-keyword" > from (<span class= "hljs-keyword" > select nid <span class= "hljs-keyword" > from tb1 <span class= "hljs-keyword" > where nid = <span class= "hljs-number" >1) <span class= "hljs-keyword" > as A; possible_keys 可能使用的索引 key 真实使用的 key_len MySQL中使用索引字节长度 rows mysql估计为了找到所需的行而要读取的行数 ------ 只是预估值 extra 该列包含MySQL解决查询的详细信息 “Using index ” 此值表示mysql将使用覆盖索引,以避免访问表。不要把覆盖索引和 index 访问类型弄混了。 “Using <span class= "hljs-keyword" > where ” 这意味着mysql服务器将在存储引擎检索行后再进行过滤,许多<span class= "hljs-keyword" > where 条件里涉及索引中的列,当(并且如果)它读取索引时,就能被存储引擎检验,因此不是所有带<span class= "hljs-keyword" > where 子句的查询都会显示“Using <span class= "hljs-keyword" > where ”。有时“Using <span class= "hljs-keyword" > where ”的出现就是一个暗示:查询可受益于不同的索引。 “Using temporary ” 这意味着mysql在对查询结果排序时会使用一个临时表。 “Using filesort” 这意味着mysql会对结果使用一个外部索引排序,而不是按索引次序从表里读取行。mysql有两种文件排序算法,这两种排序方式都可以在内存或者磁盘上完成,explain不会告诉你mysql将使用哪一种文件排序,也不会告诉你排序会在内存里还是磁盘上完成。 “<span class= "hljs-function" >Range <span class= "hljs-keyword" >checked <span class= "hljs-keyword" > for each <span class= "hljs-title" >record(<span class= "hljs-params" > index map: N)” 这个意味着没有好用的索引,新的索引将在联接的每一行上重新估算,N是显示在possible_keys列中索引的位图,并且是冗余的。</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |
慢日志查询
a、配置MySQL自动记录慢日志
1 2 3 4 | <span class= "hljs-attr" >slow_query_log = <span class= "hljs-literal" > OFF 是否开启慢日志记录 <span class= "hljs-attr" >long_query_time = <span class= "hljs-number" >2 时间限制,超过此时间,则记录 <span class= "hljs-attr" >slow_query_log_file = /usr/slow.log 日志文件 <span class= "hljs-attr" >log_queries_not_using_indexes = <span class= "hljs-literal" > OFF 为使用索引的搜索是否记录</span></span></span></span></span></span></span> |
注:查看当前配置信息:
show variables like ‘%query%’
修改当前配置:
set global 变量名 = 值
b、查看MySQL慢日志
mysqldumpslow -s at -a /usr/local/var/mysql/MacBook-Pro-3-slow.log
参数详解
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 | "" " <span class=" hljs-comment ">--verbose 版本 <span class=" hljs-comment ">--debug 调试 <span class=" hljs-comment ">--help 帮助 -v 版本 -d 调试模式 -s ORDER 排序方式 what to sort by (al, at, ar, c, l, r, t), 'at' is default al: average <span class=" hljs-keyword ">lock <span class=" hljs-keyword ">time ar: average <span class=" hljs-keyword ">rows sent <span class=" hljs-keyword ">at: average <span class=" hljs-keyword ">query <span class=" hljs-keyword ">time c: <span class=" hljs-keyword ">count l: <span class=" hljs-keyword ">lock <span class=" hljs-keyword ">time r: <span class=" hljs-keyword ">rows sent t: <span class=" hljs-keyword ">query <span class=" hljs-keyword ">time -r 反转顺序,默认文件倒序拍。<span class=" hljs-keyword ">reverse the <span class=" hljs-keyword ">sort <span class=" hljs-keyword ">order (largest <span class=" hljs-keyword ">last instead <span class=" hljs-keyword ">of <span class=" hljs-keyword ">first) -t <span class=" hljs-keyword ">NUM 显示前N条just <span class=" hljs-keyword ">show the top n queries -a 不要将<span class=" hljs-keyword ">SQL中数字转换成N,字符串转换成S。don<span class=" hljs-string ">'t abstract all numbers to N and strings to 'S<span class=" hljs-string ">' -n NUM abstract numbers with at least n digits within names -g PATTERN 正则匹配;grep: only consider stmts that include this string -h HOSTNAME mysql机器名或者IP;hostname of db server for *-slow.log filename (can be wildcard), default is '*<span class=" hljs-string ">', i.e. match all -i NAME name of server instance (if using mysql.server startup script) -l 总时间中不减去锁定时间;don't subtract <span class=" hljs-keyword ">lock <span class=" hljs-keyword ">time <span class=" hljs-keyword ">from total <span class=" hljs-keyword ">time <span class=" hljs-string ">" "" </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> |