关于mysql:MySQL高级索引分析和优化笔记上

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学习《MySQL 高级》高阳老师解说索引课程的笔记,本篇偏重对 where 索引的剖析

建表

运行环境:MySQL 5.7.32

# 建表
CREATE TABLE test03(
id int primary key not null auto_increment,
c1 char(10),
c2 char(10),
c3 char(10),
c4 char(10),
c5 char(10)
);

insert into test03(c1,c2,c3,c4,c5) values('a1','a2','a3','a4','a5');
insert into test03(c1,c2,c3,c4,c5) values('b1','b2','b3','b4','b5');
insert into test03(c1,c2,c3,c4,c5) values('c1','c2','c3','c4','c5');
insert into test03(c1,c2,c3,c4,c5) values('d1','d2','d3','d4','d5');
insert into test03(c1,c2,c3,c4,c5) values('e1','e2','e3','e4','e5');

select * from test03;

# 建设 c1, c2, c3, c4 复合索引
create index idx_test03_c1234 on test03(c1, c2, c3, c4);
show index from test03;

索引剖析

explain 跑在 MySQL 5.7.32 上

explain select * from test03 where c1 = 'a1';
explain select * from test03 where c1 = 'a1' and c2 = 'a2';
explain select * from test03 where c1 = 'a1' and c2 = 'a2' and c3 = 'a3';
explain select * from test03 where c1 = 'a1' and c2 = 'a2' and c3 = 'a3' and c4 = 'a4';

1. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ and c3 = ‘a3’ and c4 = ‘a4’;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------------------+------+----------+-------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref                     | rows | filtered | Extra |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------------------+------+----------+-------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 164     | const,const,const,const |    1 |   100.00 | NULL  |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------------------+------+----------+-------+

全值匹配,查问用到了全副 4 个字段的索引(通过 key 字段判断应用了复合索引,type 类型为 ref,通过 ref 字段判断应用 4 个索引)

2. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ and c4 = ‘a4’ and c3 = ‘a3’;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------------------+------+----------+-------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref                     | rows | filtered | Extra |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------------------+------+----------+-------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 164     | const,const,const,const |    1 |   100.00 | NULL  |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------------------+------+----------+-------+

全值匹配,查问用到了全副 4 个字段的索引,阐明与字段书写程序无关,只有两头不间断即可。

3. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ and c3 > ‘a3’ and c4 = ‘a4’;

+----+-------------+--------+------------+-------+------------------+------------------+---------+------+------+----------+-----------------------+
| id | select_type | table  | partitions | type  | possible_keys    | key              | key_len | ref  | rows | filtered | Extra                 |
+----+-------------+--------+------------+-------+------------------+------------------+---------+------+------+----------+-----------------------+
|  1 | SIMPLE      | test03 | NULL       | range | idx_test03_c1234 | idx_test03_c1234 | 123     | NULL |    1 |    20.00 | Using index condition |
+----+-------------+--------+------------+-------+------------------+------------------+---------+------+------+----------+-----------------------+

查问应用到了 c1、c2、c3 三个字段的索引(通过 key 字段判断应用了复合索引,type 类型为 range,通过索引长度 key_len 判断应用了 3 个索引),因为 c3 是范畴,c4 索引生效用不到(范畴之后全是生效),type 类型也从 ref 变为了 range。

4. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ and c4 > ‘a4’ and c3 = ‘a3’;

+----+-------------+--------+------------+-------+------------------+------------------+---------+------+------+----------+-----------------------+
| id | select_type | table  | partitions | type  | possible_keys    | key              | key_len | ref  | rows | filtered | Extra                 |
+----+-------------+--------+------------+-------+------------------+------------------+---------+------+------+----------+-----------------------+
|  1 | SIMPLE      | test03 | NULL       | range | idx_test03_c1234 | idx_test03_c1234 | 164     | NULL |    1 |   100.00 | Using index condition |
+----+-------------+--------+------------+-------+------------------+------------------+---------+------+------+----------+-----------------------+

查问应用了 c1、c2、c3、c4 四个索引(通过索引长度 key_len 判断的),因为 c4 是范畴,type 类型也从 ref 变为了 range。

5. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ and c4 = ‘a4’ order by c3;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref         | rows | filtered | Extra                 |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 82      | const,const |    1 |    20.00 | Using index condition |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+

查问应用到了 c1、c2 两个字段的索引;
排序时因为 c1、c2、c3,c3 索引能够用于排序,所以不会呈现文件排序(filesort)。

6. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ order by c3;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref         | rows | filtered | Extra                 |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 82      | const,const |    1 |   100.00 | Using index condition |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+

查问应用到了 c1、c2 两个字段的索引;
排序时因为 c1、c2、c3,c3 索引能够用于排序,所以不会呈现文件排序(filesort)。

7. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ order by c4;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+---------------------------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref         | rows | filtered | Extra                                 |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+---------------------------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 82      | const,const |    1 |   100.00 | Using index condition; Using filesort |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+---------------------------------------+

查问时应用了 c1、c2 两个字段的索引;
排序时,因为 c4 和 c1、c2 之间断掉了 c3,所以无奈应用索引排序,会呈现文件排序。

8.1 explain select * from test03 where c1 = ‘a1’ and c5 = ‘a5’ order by c2, c3;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+------------------------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref   | rows | filtered | Extra                              |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+------------------------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 41      | const |    1 |    20.00 | Using index condition; Using where |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+------------------------------------+

查问时只用 c1 一个字段的索引;
排序时,c1、c2、c3 索引用于排序,所以无 filesort(文件排序)。

8.2 explain select * from test03 where c1 = ‘a1’ and c5 = ‘a5’ order by c3, c2;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+----------------------------------------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref   | rows | filtered | Extra                                              |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+----------------------------------------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 41      | const |    1 |    20.00 | Using index condition; Using where; Using filesort |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+----------------------------------------------------+

查问时用 c1 的索引;
排序时 c3,c2 因为不合乎复合索引的程序,所以无奈利用索引排序,会呈现 filesort。

9. explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ order by c2, c3;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref         | rows | filtered | Extra                 |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 82      | const,const |    1 |   100.00 | Using index condition |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+-----------------------+

查问时应用 c1、c2 字段的索引;
排序时,c1、c2、c3 字段索引用于排序,所以无 filesort。

10.1 explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ and c5 = ‘a5’ order by c2, c3;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+------------------------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref         | rows | filtered | Extra                              |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+------------------------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 82      | const,const |    1 |    20.00 | Using index condition; Using where |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+------------------------------------+

查问时应用 c1、c2 字段的索引;
排序时,c1、c2、c3 字段索引用于排序,所以无 filesort。

10.2 explain select * from test03 where c1 = ‘a1’ and c2 = ‘a2’ and c5 = ‘a5’ order by c3, c2;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+------------------------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref         | rows | filtered | Extra                              |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+------------------------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 82      | const,const |    1 |    20.00 | Using index condition; Using where |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------------+------+----------+------------------------------------+

查问时应用 c1、c2 字段的索引;
排序时,c3 字段索引用于排序,c2 字段已为定值无需排序,所以无 filesort。

10.3 explain select * from test03 where c1 = ‘a1’ and c5 = ‘a5’ order by c3, c2;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+----------------------------------------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref   | rows | filtered | Extra                                              |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+----------------------------------------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 41      | const |    1 |    20.00 | Using index condition; Using where; Using filesort |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+----------------------------------------------------+

查问时用到了 c1 索引;
排序时,c1、c3、c2 不是复合索引的程序,所以排序时会呈现 filesort。

11. explain select * from test03 where c1 = ‘a1’ and c4 = ‘a4’ group by c2, c3;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+-----------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref   | rows | filtered | Extra                 |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+-----------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 41      | const |    1 |    20.00 | Using index condition |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+-----------------------+

查问时用到了 c1 索引,c4 和 c1 之间断掉了,所以查问仅应用 c1 索引;
group by 分组基本上都是须要排序的,可按 order by 剖析。
排序时,c1、c2、c3 合乎复合索引的程序,所以排序时不会呈现 filesort,分组也不会呈现长期表。

12. explain select * from test03 where c1 = ‘a1’ and c4 = ‘a4’ group by c3, c2;

+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+--------------------------------------------------------+
| id | select_type | table  | partitions | type | possible_keys    | key              | key_len | ref   | rows | filtered | Extra                                                  |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+--------------------------------------------------------+
|  1 | SIMPLE      | test03 | NULL       | ref  | idx_test03_c1234 | idx_test03_c1234 | 41      | const |    1 |    20.00 | Using index condition; Using temporary; Using filesort |
+----+-------------+--------+------------+------+------------------+------------------+---------+-------+------+----------+--------------------------------------------------------+

查问时用到了 c1 索引,c4 和 c1 之间断掉了,所以查问仅应用 c1 索引;
排序时,c1、c3、c2 不是复合索引的程序,所以排序时会呈现 filesort,分组也会呈现长期表。

复合索引索引应用状况总结

Where 语句 索引是否被应用到
where a = 3 Y,应用到 a
where a = 3 and b = 5 Y,应用到 a,b
where a = 3 and b = 5 and c = 4 Y,应用到 a,b,c
where b = 3 或者 where b = 3 and c = 4 或者 where c = 4 N
where a = 3 and c = 5 应用到 a,然而 c 不能够,因为 b 中间断了
where a = 3 and b > 5 and c = 5 应用到 a 和 b,因为 c 不能用在范畴之后,b 断了(范畴前面全生效)
where a = 3 and b like ‘kk%’ and c = 4 Y,应用到了 a,b,c( 与大于小于号的范畴不同,这里能够应用到索引
where a = 3 and b like ‘%kk’ and c = 4 Y,只用到了 a
where a = 3 and b like ‘%kk%’ and c = 4 Y,应用到了 a
where a = 3 and b like ‘k%kk%’ and c = 4 Y,应用到了 a,b,c

优化口诀总结

全值匹配我最爱,最左前缀要恪守;
带头大哥不能死,两头兄弟不能断;
索引列上少计算,范畴之后全生效;
LIKE 百分写最右,笼罩索引不写星;
不等空值还有 or,索引生效要少用;

[参考]

B 站《MySQL 高级》44. 索引面试题剖析
B 站《MySQL 高级》45. 索引优化答疑补充和总结口诀
MySQL 高级篇(高阳)建表 sql 语句大全

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