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Mysql 的 explain 详解

Mysql 的 explain 详解

作者: yzw12138 | 来源:发表于2021-04-19 21:07 被阅读0次

    explain 基本作用
    1、explain 作用和 describe 一致;
    2、explian tbl_name 的作用同 show columns from tbl_name 是一致的;
    3、如果在 select 语句之前加入该关键字,则可以模拟优化器执行 sql,从而得知 Mysql 如何处理这条 sql 语句的,帮助我们分析查询语句提高性能;

    mysql> explain `order`;
    +---------+-------------+------+-----+---------+----------------+
    | Field   | Type        | Null | Key | Default | Extra          |
    +---------+-------------+------+-----+---------+----------------+
    | id      | int(11)     | NO   | PRI | NULL    | auto_increment |
    | orderNo | varchar(45) | YES  | UNI | NULL    |                |
    | price   | int(11)     | YES  |     | NULL    |                |
    | status  | tinyint(4)  | YES  |     | NULL    |                |
    | date    | datetime    | YES  |     | NULL    |                |
    | method  | tinyint(4)  | YES  |     | NULL    |                |
    +---------+-------------+------+-----+---------+----------------+
    6 rows in set (0.00 sec)
    
    mysql> describe `order`;
    +---------+-------------+------+-----+---------+----------------+
    | Field   | Type        | Null | Key | Default | Extra          |
    +---------+-------------+------+-----+---------+----------------+
    | id      | int(11)     | NO   | PRI | NULL    | auto_increment |
    | orderNo | varchar(45) | YES  | UNI | NULL    |                |
    | price   | int(11)     | YES  |     | NULL    |                |
    | status  | tinyint(4)  | YES  |     | NULL    |                |
    | date    | datetime    | YES  |     | NULL    |                |
    | method  | tinyint(4)  | YES  |     | NULL    |                |
    +---------+-------------+------+-----+---------+----------------+
    

    explain 分析 select 语句结果

    mysql> explain select * from `order`;
    +----+-------------+-------+------------+------+---------------+------+---------+------+---------+----------+-------+
    | id | select_type | table | partitions | type | possible_keys | key  | key_len | ref  | rows    | filtered | Extra |
    +----+-------------+-------+------------+------+---------------+------+---------+------+---------+----------+-------+
    |  1 | SIMPLE      | order | NULL       | ALL  | NULL          | NULL | NULL    | NULL | 4854583 |   100.00 | NULL  |
    +----+-------------+-------+------------+------+---------------+------+---------+------+---------+----------+-------+
    

    explain 结果分析

    • 1、id

    id 是一组数字,表示查询过程中操作表的顺序,共分为三种情况:
    1)id 相同,执行顺序自上而下;

    mysql> explain select t1.*
        -> from orders t1, order_detail t2, seller t3
        -> where t1.orderNo = t2.orderNo and t2.sellerId = t3.sellerId;
    +----+-------------+-------+------------+------+---------------+------+---------+------+---------+----------+----------------------------------------------------+
    | id | select_type | table | partitions | type | possible_keys | key  | key_len | ref  | rows    | filtered | Extra                                              |
    +----+-------------+-------+------------+------+---------------+------+---------+------+---------+----------+----------------------------------------------------+
    |  1 | SIMPLE      | t3    | NULL       | ALL  | NULL          | NULL | NULL    | NULL |       3 |   100.00 | NULL                                               |
    |  1 | SIMPLE      | t2    | NULL       | ALL  | NULL          | NULL | NULL    | NULL |       5 |    20.00 | Using where; Using join buffer (Block Nested Loop) |
    |  1 | SIMPLE      | t1    | NULL       | ALL  | NULL          | NULL | NULL    | NULL | 4854583 |   100.00 | Using where; Using join buffer (Block Nested Loop) |
    +----+-------------+-------+------------+------+---------------+------+---------+------+---------+----------+----------------------------------------------------+
    3 rows in set, 1 warning (0.02 sec)
    

    2)id 不同,如果是子查询,id的序号会递增,id值越大优先级越高,越先被执行;

    mysql> explain select * from orders where orderNo = ( select orderNo from order_detail where sellerId = (select sellerId from seller where id = 1));
    +----+-------------+--------------+------------+-------+---------------+---------+---------+-------+---------+----------+-------------+
    | id | select_type | table        | partitions | type  | possible_keys | key     | key_len | ref   | rows    | filtered | Extra       |
    +----+-------------+--------------+------------+-------+---------------+---------+---------+-------+---------+----------+-------------+
    |  1 | PRIMARY     | orders       | NULL       | ALL   | NULL          | NULL    | NULL    | NULL  | 4854583 |   100.00 | Using where |
    |  2 | SUBQUERY    | order_detail | NULL       | ALL   | NULL          | NULL    | NULL    | NULL  |       5 |    20.00 | Using where |
    |  3 | SUBQUERY    | seller       | NULL       | const | PRIMARY       | PRIMARY | 4       | const |       1 |   100.00 | NULL        |
    +----+-------------+--------------+------------+-------+---------------+---------+---------+-------+---------+----------+-------------+
    3 rows in set, 1 warning (0.01 sec)
    

    3)id相同不同,同时存在。id 相同的认为一组自上而下顺序执行,id 不同,id 值越大越先执行;

    mysql> explain select t1.* from (
        -> select orderNo
        -> from order_detail
        -> where id = 1) t2, orders t1
        -> where t1.orderNo = t2.orderNo;
    +----+-------------+--------------+--------+---------------+---------+---------+------+------+-------------+
    | id | select_type | table        | type   | possible_keys | key     | key_len | ref  | rows | Extra       |
    +----+-------------+--------------+--------+---------------+---------+---------+------+------+-------------+
    |  1 | PRIMARY     | <derived2>   | system | NULL          | NULL    | NULL    | NULL |    1 |             |
    |  1 | PRIMARY     | t1           | ALL    | NULL          | NULL    | NULL    | NULL |   50 | Using where |
    |  2 | DERIVED     | order_detail | const  | PRIMARY       | PRIMARY | 4       |      |    1 |             |
    +----+-------------+--------------+--------+---------------+---------+---------+------+------+-------------+
    3 rows in set (0.00 sec)
    
    • 2、select_type

    1) simple 简单 sql 查询,不包含子查询或者 union

    mysql> explain select * from orders;
    +----+-------------+--------+------+---------------+------+---------+------+------+-------+
    | id | select_type | table  | type | possible_keys | key  | key_len | ref  | rows | Extra |
    +----+-------------+--------+------+---------------+------+---------+------+------+-------+
    |  1 | SIMPLE      | orders | ALL  | NULL          | NULL | NULL    | NULL |   50 |       |
    +----+-------------+--------+------+---------------+------+---------+------+------+-------+
    1 row in set (0.00 sec)
    

    2)primary 查询过程中包含其他子部分

    mysql> explain select * from (select orderNo from order_detail where id = 1) t;
    +----+-------------+--------------+--------+---------------+---------+---------+------+------+-------+
    | id | select_type | table        | type   | possible_keys | key     | key_len | ref  | rows | Extra |
    +----+-------------+--------------+--------+---------------+---------+---------+------+------+-------+
    |  1 | PRIMARY     | <derived2>   | system | NULL          | NULL    | NULL    | NULL |    1 |       |
    |  2 | DERIVED     | order_detail | const  | PRIMARY       | PRIMARY | 4       |      |    1 |       |
    +----+-------------+--------------+--------+---------------+---------+---------+------+------+-------+
    2 rows in set (0.00 sec)
    

    3) subquery 子查询的第一个 select

    mysql> explain select * from orders where orderNo = (select orderNo from order_detail where id = 1);
    +----+-------------+--------------+-------+---------------+---------+---------+-------+------+-------------+
    | id | select_type | table        | type  | possible_keys | key     | key_len | ref   | rows | Extra       |
    +----+-------------+--------------+-------+---------------+---------+---------+-------+------+-------------+
    |  1 | PRIMARY     | orders       | ALL   | NULL          | NULL    | NULL    | NULL  |   50 | Using where |
    |  2 | SUBQUERY    | order_detail | const | PRIMARY       | PRIMARY | 4       | const |    1 |             |
    +----+-------------+--------------+-------+---------------+---------+---------+-------+------+-------------+
    2 rows in set (0.01 sec)
    

    4)union union中的从第二个之后的 select;union result union的结果

    mysql> explain select * from orders where id = 1
        -> union
        -> select * from orders where id = 2;
    +----+--------------+------------+-------+---------------+---------+---------+-------+------+-------+
    | id | select_type  | table      | type  | possible_keys | key     | key_len | ref   | rows | Extra |
    +----+--------------+------------+-------+---------------+---------+---------+-------+------+-------+
    |  1 | PRIMARY      | orders     | const | PRIMARY       | PRIMARY | 4       | const |    1 |       |
    |  2 | UNION        | orders     | const | PRIMARY       | PRIMARY | 4       | const |    1 |       |
    | NULL | UNION RESULT | <union1,2> | ALL   | NULL          | NULL    | NULL    | NULL  | NULL |       |
    +----+--------------+------------+-------+---------------+---------+---------+-------+------+-------+
    3 rows in set (0.00 sec)
    

    5)derived(衍生) 在 from 包含的子查询,MySQL会递归执行这些子查询,把结果放在临时表里;(3中有derived)

    • 3、table

    查询结果数据引用的表

    • 4、type

    1)system 表只有一行记录(等于系统表),平时很少出现,时 const 的一个特例;

    2)const 表中最多只有一行匹配行,用于查询条件中的列是 primary key 或者 unique 索引的列;

    mysql> show index from orders;
    +--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
    | Table  | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
    +--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
    | orders |          0 | PRIMARY  |            1 | id          | A         |          50 |     NULL | NULL   |      | BTREE      |         |               |
    | orders |          0 | un_index |            1 | orderNo     | A         |          50 |     NULL | NULL   | YES  | BTREE      |         |               |
    +--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
    2 rows in set (0.00 sec)
    
    mysql> explain select * from orders where orderNo = 'dac4c327-9810-11eb-af55-000c296fcfe0';
    +----+-------------+--------+-------+---------------+----------+---------+-------+------+-------+
    | id | select_type | table  | type  | possible_keys | key      | key_len | ref   | rows | Extra |
    +----+-------------+--------+-------+---------------+----------+---------+-------+------+-------+
    |  1 | SIMPLE      | orders | const | un_index      | un_index | 48      | const |    1 |       |
    +----+-------------+--------+-------+---------------+----------+---------+-------+------+-------+
    1 row in set (0.00 sec)
    

    3)eq_ref 唯一性索引,对于每个索引键,表中只有一条记录与之匹配,常见于主键或唯一索引扫描;

    mysql> explain select * from orders t1, order_detail t2 where t1.id = t2.id;
    +----+-------------+-------+--------+---------------+---------+---------+------------+------+-------+
    | id | select_type | table | type   | possible_keys | key     | key_len | ref        | rows | Extra |
    +----+-------------+-------+--------+---------------+---------+---------+------------+------+-------+
    |  1 | SIMPLE      | t2    | ALL    | PRIMARY       | NULL    | NULL    | NULL       |    4 |       |
    |  1 | SIMPLE      | t1    | eq_ref | PRIMARY       | PRIMARY | 4       | test.t2.id |    1 |       |
    +----+-------------+-------+--------+---------------+---------+---------+------------+------+-------+
    2 rows in set (0.00 sec)
    

    4)ref 非唯一索引,返回匹配结果的所有行;

    mysql> create index in_or on orders(orderNo);
    Query OK, 0 rows affected (0.45 sec)
    Records: 0  Duplicates: 0  Warnings: 0
    
    mysql> explain select * from orders where orderNo = 'dac4c327-9810-11eb-af55-000c296fcfe0';
    +----+-------------+--------+------+---------------+-------+---------+-------+------+-------------+
    | id | select_type | table  | type | possible_keys | key   | key_len | ref   | rows | Extra       |
    +----+-------------+--------+------+---------------+-------+---------+-------+------+-------------+
    |  1 | SIMPLE      | orders | ref  | in_or         | in_or | 48      | const |    1 | Using where |
    +----+-------------+--------+------+---------------+-------+---------+-------+------+-------------+
    1 row in set (0.05 sec)
    

    5)range 只检索给定范围的行,使用一个索引来选择行。key列显示使用了哪个索引
    一般就是在你的where语句中出现了between、<、>、in等的查询
    这种范围扫描索引扫描比全表扫描要好,因为他只需要开始索引的某一点,而结束语另一点,不用扫描全部索引

    mysql> explain select * from orders where id > 34;
    +----+-------------+--------+-------+---------------+---------+---------+------+------+-------------+
    | id | select_type | table  | type  | possible_keys | key     | key_len | ref  | rows | Extra       |
    +----+-------------+--------+-------+---------------+---------+---------+------+------+-------------+
    |  1 | SIMPLE      | orders | range | PRIMARY       | PRIMARY | 4       | NULL |    4 | Using where |
    +----+-------------+--------+-------+---------------+---------+---------+------+------+-------------+
    1 row in set (0.00 sec)
    

    6)index 从索引文件中读取数据,因为索引文件一般情况下比数据文件要下因此,速度更快;

    mysql> explain select orderNo from orders;
    +----+-------------+--------+-------+---------------+-------+---------+------+------+-------------+
    | id | select_type | table  | type  | possible_keys | key   | key_len | ref  | rows | Extra       |
    +----+-------------+--------+-------+---------------+-------+---------+------+------+-------------+
    |  1 | SIMPLE      | orders | index | NULL          | un_or | 48      | NULL |    4 | Using index |
    +----+-------------+--------+-------+---------------+-------+---------+------+------+-------------+
    1 row in set (0.03 sec)
    

    7)all 遍历全表

    mysql> explain select * from orders;
    +----+-------------+--------+------+---------------+------+---------+------+------+-------+
    | id | select_type | table  | type | possible_keys | key  | key_len | ref  | rows | Extra |
    +----+-------------+--------+------+---------------+------+---------+------+------+-------+
    |  1 | SIMPLE      | orders | ALL  | NULL          | NULL | NULL    | NULL |    4 |       |
    +----+-------------+--------+------+---------------+------+---------+------+------+-------+
    1 row in set (0.00 sec)
    
    
    • 5、possible_keys

    查询语句涉及的字段上若存在索引,则会被列出,但不一定在查询时使用到,如果为 null 则表示没有用到索引;

    mysql> explain select * from orders where orderNo = 'dac4c327-9810-11eb-af55-000c296fcfe0' and id =51;
    +----+-------------+--------+-------+------------------+---------+---------+-------+------+-------+
    | id | select_type | table  | type  | possible_keys    | key     | key_len | ref   | rows | Extra |
    +----+-------------+--------+-------+------------------+---------+---------+-------+------+-------+
    |  1 | SIMPLE      | orders | const | PRIMARY,un_index | PRIMARY | 4       | const |    1 |       |
    +----+-------------+--------+-------+------------------+---------+---------+-------+------+-------+
    1 row in set (0.00 sec)
    
    • 6、key

    查询过程中实际用到的索引,为 null 时表示没有用到索引;

    • 7、key_len

    表示索引的字节数,key_len 显示的长度表示索引的最大长度,并不是实际使用长度,在不损失精度的情况下,长度越小越好;

    • 8、ref

    显示索引那一列被使用了,如果可能的话,是一个常数。那些列或常量被用于查找索引列上的值

    • 9、rows

    大致估算执行查询语句找到结果所需要读取的行数

    • 10、extra

    重要的额外信息
    1) Using filesort 表示 mysql 会用外部的一个索引排序,而不是按照表内的索引顺序进行读取;

    mysql> explain select * from orders order by orderNo;
    +----+-------------+--------+------+---------------+------+---------+------+------+----------------+
    | id | select_type | table  | type | possible_keys | key  | key_len | ref  | rows | Extra          |
    +----+-------------+--------+------+---------------+------+---------+------+------+----------------+
    |  1 | SIMPLE      | orders | ALL  | NULL          | NULL | NULL    | NULL |    4 | Using filesort |
    +----+-------------+--------+------+---------------+------+---------+------+------+----------------+
    1 row in set (0.00 sec)
    

    2) Using temporary 使用临时表存储中加数据,常用于 order by 和 group by;

    mysql> explain select * from orders group by orderNo order by id desc;
    +----+-------------+--------+-------+---------------+---------+---------+------+------+-----------------+
    | id | select_type | table  | type  | possible_keys | key     | key_len | ref  | rows | Extra           |
    +----+-------------+--------+-------+---------------+---------+---------+------+------+-----------------+
    |  1 | SIMPLE      | orders | index | NULL          | PRIMARY | 4       | NULL |    4 | Using temporary |
    +----+-------------+--------+-------+---------------+---------+---------+------+------+-----------------+
    1 row in set (0.00 sec)
    
    1. Using index 使用覆盖索引
    mysql> explain select orderNo from orders;
    +----+-------------+--------+-------+---------------+-------+---------+------+------+-------------+
    | id | select_type | table  | type  | possible_keys | key   | key_len | ref  | rows | Extra       |
    +----+-------------+--------+-------+---------------+-------+---------+------+------+-------------+
    |  1 | SIMPLE      | orders | index | NULL          | un_or | 48      | NULL |    4 | Using index |
    +----+-------------+--------+-------+---------------+-------+---------+------+------+-------------+
    1 row in set (0.00 sec)
    

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