数据类型与函数索引-MySQL篇

处理一个数据类型问题想到的。先做MySQL的,Oracle PG的看情况也做一下。


mysql> create table w (id int,a int,b varchar(10),c decimal(10,0),primary key (id));

Query OK, 0 rows affected (0.03 sec)


mysql> alter table w add d datetime;

Query OK, 0 rows affected (0.02 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> insert into w values (1,1,1,1,now());

Query OK, 1 row affected (0.00 sec)


mysql> insert into w values (2,2,2,2,now());

Query OK, 1 row affected (0.00 sec)


mysql> insert into w values (3,3,3,3,now());

Query OK, 1 row affected (0.00 sec)


mysql> insert into w values (4,4,4,4,now());

Query OK, 1 row affected (0.01 sec)


mysql> insert into w values (5,5,5,5,now());

Query OK, 1 row affected (0.00 sec)


mysql> select * from w;

+----+------+------+------+---------------------+

| id | a    | b    | c    | d                   |

+----+------+------+------+---------------------+

|  1 |    1 | 1    |    1 | 2022-01-06 15:55:27 |

|  2 |    2 | 2    |    2 | 2022-01-06 15:55:35 |

|  3 |    3 | 3    |    3 | 2022-01-06 15:55:45 |

|  4 |    4 | 4    |    4 | 2022-01-06 15:55:54 |

|  5 |    5 | 5    |    5 | 2022-01-06 15:56:01 |

+----+------+------+------+---------------------+

5 rows in set (0.00 sec)



mysql> create index w1 on w (a);

Query OK, 0 rows affected (0.03 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> create index w2 on w (b);

Query OK, 0 rows affected (0.03 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> create index w3 on w (c);

Query OK, 0 rows affected (0.02 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> create index w4 on w (d);

Query OK, 0 rows affected (0.04 sec)

Records: 0  Duplicates: 0  Warnings: 0



mysql> explain select * from w where a=1;

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | ref  | w1            | w1   | 5       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.00 sec)


mysql> explain select * from w where a='1';

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | ref  | w1            | w1   | 5       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.00 sec)


这里注意,a是int,不管是=1还是=‘1’,他都自己转换了。还是可以用到索引

mysql> explain select * from w where b=1;

+----+-------------+-------+------------+------+---------------+------+---------+------+------+----------+-------------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref  | rows | filtered | Extra       |

+----+-------------+-------+------------+------+---------------+------+---------+------+------+----------+-------------+

|  1 | SIMPLE      | w     | NULL       | ALL  | w2            | NULL | NULL    | NULL |    5 |    20.00 | Using where |

+----+-------------+-------+------------+------+---------------+------+---------+------+------+----------+-------------+

1 row in set, 3 warnings (0.00 sec)


mysql> explain select * from w where b='1';

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | ref  | w2            | w2   | 43      | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.00 sec)


而b是字符串,字符串就是要输入字符串才行。



mysql> explain select * from w where c='1';

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | ref  | w3            | w3   | 6       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.01 sec)


mysql> explain select * from w where c=1;

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | ref  | w3            | w3   | 6       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.01 sec)


mysql> 


c是数值型(浮点)。也继承了数值型的转换。


mysql> explain select * from w where d='2022-01-06 15:55:27';

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | ref  | w4            | w4   | 6       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.00 sec)


mysql> explain select * from w where d=2022-01-06 15:55:27;

ERROR 1064 (42000): You have an error in your SQL syntax; check the manual that corresponds to your MySQL server version for the right syntax to use near '15:55:27' at line 1

mysql> 


d是时间,时间只能这样写。Oracle的不允许这样,我们单独写一篇文章。


mysql> create table t as select * from w;

Query OK, 5 rows affected (0.04 sec)

Records: 5  Duplicates: 0  Warnings: 0


mysql> create index t1 on t (a);

Query OK, 0 rows affected (0.03 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> create index t2 on t (b);

Query OK, 0 rows affected (0.04 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> create index t3 on t (c);

Query OK, 0 rows affected (0.03 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> create index t4 on t (d);

Query OK, 0 rows affected (0.03 sec)

Records: 0  Duplicates: 0  Warnings: 0


注意这里t表id没有主键没有索引。



mysql> explain select * from w,t where w.id=t.id;

+----+-------------+-------+------------+--------+---------------+---------+---------+--------+------+----------+-------+

| id | select_type | table | partitions | type   | possible_keys | key     | key_len | ref    | rows | filtered | Extra |

+----+-------------+-------+------------+--------+---------------+---------+---------+--------+------+----------+-------+

|  1 | SIMPLE      | t     | NULL       | ALL    | NULL          | NULL    | NULL    | NULL   |    5 |   100.00 | NULL  |

|  1 | SIMPLE      | w     | NULL       | eq_ref | PRIMARY       | PRIMARY | 4       | w.t.id |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+--------+---------------+---------+---------+--------+------+----------+-------+

2 rows in set, 1 warning (0.00 sec)


不带任何条件,可以看到t表全查,然后去找w表。


mysql> explain select * from w,t where w.id=t.id and w.id=1;

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

| id | select_type | table | partitions | type  | possible_keys | key     | key_len | ref   | rows | filtered | Extra       |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

|  1 | SIMPLE      | w     | NULL       | const | PRIMARY       | PRIMARY | 4       | const |    1 |   100.00 | NULL        |

|  1 | SIMPLE      | t     | NULL       | ALL   | NULL          | NULL    | NULL    | NULL  |    5 |    20.00 | Using where |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

2 rows in set, 1 warning (0.00 sec)


如果w表id=1,那么用到索引,去找t表,t没有索引,全查。


mysql> explain select * from w,t where w.id=t.id and t.id=1;

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

| id | select_type | table | partitions | type  | possible_keys | key     | key_len | ref   | rows | filtered | Extra       |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

|  1 | SIMPLE      | w     | NULL       | const | PRIMARY       | PRIMARY | 4       | const |    1 |   100.00 | NULL        |

|  1 | SIMPLE      | t     | NULL       | ALL   | NULL          | NULL    | NULL    | NULL  |    5 |    20.00 | Using where |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

2 rows in set, 1 warning (0.01 sec)


如果t表id=1,那么优化器去改写   explain select * from w,t where w.id=t.id and t.id=1 and w.id=1那么和上一个执行计划是一样的。



mysql> explain select * from w,t where w.id=t.a and w.id=1;

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type  | possible_keys | key     | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | const | PRIMARY       | PRIMARY | 4       | const |    1 |   100.00 | NULL  |

|  1 | SIMPLE      | t     | NULL       | ref   | t1            | t1      | 5       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+

2 rows in set, 1 warning (0.00 sec)


刚才是是关联列一个有索引一个没有,现在上面这个是都有索引。这个就是w找到1条,再去关联t,t的a也是int也有索引。所以也是1条。

很好。


mysql> explain select * from w,t where w.id=t.b and w.id=1;

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

| id | select_type | table | partitions | type  | possible_keys | key     | key_len | ref   | rows | filtered | Extra       |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

|  1 | SIMPLE      | w     | NULL       | const | PRIMARY       | PRIMARY | 4       | const |    1 |   100.00 | NULL        |

|  1 | SIMPLE      | t     | NULL       | ALL   | t2            | NULL    | NULL    | NULL  |    5 |    20.00 | Using where |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------------+

2 rows in set, 3 warnings (0.00 sec)


现在关联列都有索引,但是数据类型不同一个是数值一个是字符串。这就不起作用了。因为触碰到了大忌。函数转换。

mysql> explain select * from w,t where w.id=t.c and w.id=1;

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-----------------------+

| id | select_type | table | partitions | type  | possible_keys | key     | key_len | ref   | rows | filtered | Extra                 |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-----------------------+

|  1 | SIMPLE      | w     | NULL       | const | PRIMARY       | PRIMARY | 4       | const |    1 |   100.00 | NULL                  |

|  1 | SIMPLE      | t     | NULL       | ref   | t3            | t3      | 6       | const |    1 |   100.00 | Using index condition |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-----------------------+

2 rows in set, 1 warning (0.00 sec)


mysql> explain select * from w,t where w.id=t.d and w.id=1;

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-----------------------+

| id | select_type | table | partitions | type  | possible_keys | key     | key_len | ref   | rows | filtered | Extra                 |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-----------------------+

|  1 | SIMPLE      | w     | NULL       | const | PRIMARY       | PRIMARY | 4       | const |    1 |   100.00 | NULL                  |

|  1 | SIMPLE      | t     | NULL       | ref   | t4            | t4      | 6       | const |    1 |   100.00 | Using index condition |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-----------------------+

2 rows in set, 3 warnings (0.00 sec)


再去关联不同类型的浮点型和日期型。其实也是类型不统一的、上面的c列和d列。

using index condition:搜索条件中虽然出现了索引列,但是有部分条件无法使用索引,会根据能用索引的条件先搜索一遍再匹配无法使用索引的条件。

实际上查查其实的确有的是差不到的。


mysql> select * from w,t where w.id=t.c and w.id=1;

+----+------+------+------+---------------------+----+------+------+------+---------------------+

| id | a    | b    | c    | d                   | id | a    | b    | c    | d                   |

+----+------+------+------+---------------------+----+------+------+------+---------------------+

|  1 |    1 | 1    |    1 | 2022-01-06 15:55:27 |  1 |    1 | 1    |    1 | 2022-01-06 15:55:27 |

+----+------+------+------+---------------------+----+------+------+------+---------------------+

1 row in set (0.00 sec)


mysql> select * from w,t where w.id=t.d and w.id=1;

Empty set, 2 warnings (0.00 sec)



结论:类型不一致关联,是会导致索引失效的。这没有问题,问题在于优化器对于两个关联列的左右顺序居然有不一样的效果。b列都是字符,c列都是数值。我猜想Oracle不会这样,后续去验证。


mysql> explain select * from w,t where w.b=t.c and w.b='1';

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-----------------------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra                 |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-----------------------+

|  1 | SIMPLE      | w     | NULL       | ref  | w2            | w2   | 43      | const |    1 |   100.00 | Using index condition |

|  1 | SIMPLE      | t     | NULL       | ref  | t3            | t3   | 6       | w.w.b |    1 |   100.00 | Using index condition |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-----------------------+

2 rows in set, 2 warnings (0.00 sec)


mysql> explain select * from w,t where w.c=t.b and w.b='1';

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+--------------------------------------------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra                                      |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+--------------------------------------------+

|  1 | SIMPLE      | w     | NULL       | ref  | w2,w3         | w2   | 43      | const |    1 |   100.00 | NULL                                       |

|  1 | SIMPLE      | t     | NULL       | ALL  | t2            | NULL | NULL    | NULL  |    5 |    20.00 | Using where; Using join buffer (hash join) |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+--------------------------------------------+

2 rows in set, 3 warnings (0.00 sec)


再次回到刚才。b是字符串只能这样。

mysql> explain select * from t where b='1';

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | t     | NULL       | ref  | t2            | t2   | 43      | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.00 sec)


如果遇到整数索引会不可用

mysql> explain select * from t where b=1;

+----+-------------+-------+------------+------+---------------+------+---------+------+------+----------+-------------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref  | rows | filtered | Extra       |

+----+-------------+-------+------------+------+---------------+------+---------+------+------+----------+-------------+

|  1 | SIMPLE      | t     | NULL       | ALL  | t2            | NULL | NULL    | NULL |    5 |    20.00 | Using where |

+----+-------------+-------+------------+------+---------------+------+---------+------+------+----------+-------------+

1 row in set, 3 warnings (0.00 sec)


建立函数索引。

mysql> create index t22 on t ( (cast(b as signed) ));

Query OK, 0 rows affected (0.04 sec)

Records: 0  Duplicates: 0  Warnings: 0


mysql> select cast(b as signed) as  bv from t;

+------+

| bv   |

+------+

|    1 |

|    2 |

|    3 |

|    4 |

|    5 |

+------+

5 rows in set (0.00 sec)


mysql> explain select * from t where cast(b as signed)=1;

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type | possible_keys | key  | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | t     | NULL       | ref  | t22           | t22  | 9       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+------+---------------+------+---------+-------+------+----------+-------+

1 row in set, 1 warning (0.00 sec)


mysql> 



既然解决了这个。那么遇到类型转换就可以这样做了。

mysql> explain select * from w,t where w.id=cast(t.b as signed) and w.id=1;

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+

| id | select_type | table | partitions | type  | possible_keys | key     | key_len | ref   | rows | filtered | Extra |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+

|  1 | SIMPLE      | w     | NULL       | const | PRIMARY       | PRIMARY | 4       | const |    1 |   100.00 | NULL  |

|  1 | SIMPLE      | t     | NULL       | ref   | t22           | t22     | 9       | const |    1 |   100.00 | NULL  |

+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+

2 rows in set, 1 warning (0.00 sec)


Oracle和PG的后续发布。





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