# MySQL EXPLAIN EXPLAIN 关键字可以用于获取 SQL 语句执行计划的相关信息,在 MySQL 8.0 中,EXPLAIN 支持大多数 SQL 语句,如 SELECT 、DELETE 、INSERT 、REPLACE、和 UPDATE 。示例如下: ```shell mysql> EXPLAIN SELECT * FROM employees; +----+-------------+-----------+------+---------------+------+---------+------+--------+-------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+------+---------------+------+---------+------+--------+-------+ | 1 | SIMPLE | employees | ALL | NULL | NULL | NULL | NULL | 299379 | NULL | +----+-------------+-----------+------+---------------+------+---------+------+--------+-------+ ``` 注:本篇文章的测试数据来源于 MySQL 官方提供的 [Employees Sample Database](https://dev.mysql.com/doc/employee/en/),其数据库结构如下:
以下分别介绍 EXPLAIN 输出结果中各个字段的含义: ## 1. id id 为行标识符,同时也表示语句执行的优先级,值越大则优先级越高。特殊情况下,如果某行语句引用了其他多行结果集的并集,则该值可以为 NULL。示例如下: ```shell # 该FROM字句只是用于演示,并没有任何实际意义 mysql> EXPLAIN SELECT COUNT(1) FROM (SELECT emp_no FROM salaries) AS t; +----+-------------+------------+-------+---------------+---------+---------+------+---------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+------------+-------+---------------+---------+---------+------+---------+-------------+ | 1 | PRIMARY | | ALL | NULL | NULL | NULL | NULL | 2757635 | NULL | | 2 | DERIVED | salaries | index | NULL | PRIMARY | 7 | NULL | 2757635 | Using index | +----+-------------+------------+-------+---------------+---------+---------+------+---------+-------------+ ``` ```shell # 查询工资大于500000或部门编号等于d007的所有雇员的编号 mysql> EXPLAIN SELECT emp_no FROM salaries WHERE salary>500000 UNION ALL SELECT emp_no FROM dept_emp WHERE dept_no = "d007"; +----+--------------+------------+------+---------------+---------+---------+-------+---------+--------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+--------------+------------+------+---------------+---------+---------+-------+---------+--------------------------+ | 1 | PRIMARY | salaries | ALL | NULL | NULL | NULL | NULL | 2837161 | Using where | | 2 | UNION | dept_emp | ref | dept_no | dept_no | 4 | const | 91566 | Using where; Using index | | NULL | UNION RESULT | | ALL | NULL | NULL | NULL | NULL | NULL | Using temporary | +----+--------------+------------+------+---------------+---------+---------+-------+---------+--------------------------+ ``` ## 2. select_type select_type 用于表示查询的类型,常见类型及其含义如下: + **SIMPLE**:不包含子查询或者 UNION 操作的查询; + **PRIMARY**:查询中如果包含任何子查询,那么最外层的查询则被标记为 PRIMARY ; + **SUBQUERY**:子查询中第一个 SELECT ; + **DEPENDENT SUBQUERY**:子查询中的第一个 SELECT,取决于外部查询; + **UNION**:UNION 操作的第二个或者之后的查询; + **DEPENDENT UNION**:UNION 操作的第二个或者之后的查询,取决于外部查询; + **UNION RESULT**:UNION 产生的结果集; + **DERIVED**:出现在 FROM 字句中的子查询。 这里以查询类型为 SUBQUERY 的情况进行演示,示例如下: ```shell # 根据员工编号查询员工姓名及其工资总和 mysql> EXPLAIN SELECT first_name,(SELECT sum(salary) FROM salaries WHERE emp_no = 10001) FROM employees WHERE emp_no = 10001; +----+-------------+-----------+-------+---------------+---------+---------+-------+------+-------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+-------+---------------+---------+---------+-------+------+-------+ | 1 | PRIMARY | employees | const | PRIMARY | PRIMARY | 4 | const | 1 | NULL | | 2 | SUBQUERY | salaries | ref | PRIMARY | PRIMARY | 4 | const | 17 | NULL | +----+-------------+-----------+-------+---------------+---------+---------+-------+------+-------+ ``` ## 3. table 表示语句执行的目标表,除了正常的表名或表别名外,还会出现以下取值: - ****:输出结果中编号为 M 的行与编号为 N 的行的结果集的并集。 - ****:输出结果中编号为 N 的行的结果集,derived 表示这是一个派生结果集,如 FROM 子句中的查询。 - ****:输出结果中编号为 N 的行的结果集,subquery 表示这是一个物化子查询。 ## 4. type type 字段是进行性能判断的重要依据,它表示 MySQL 使用何种方式来查找目标数据集,不同查找方式会导致不同的性能开销,常见查找方式及其性能表现按照由高到低的顺序排序如下: **1. system**:这是 const 类型的一个特例,只会出现在待查询的表只有一行数据的情况下。 **2. const**:常出现在主键或唯一索引与常量值进行比较的场景下,此时查询性能是最优的。 ```shell mysql> EXPLAIN SELECT * FROM employees WHERE emp_no = 10008; +----+-------------+-----------+-------+---------------+---------+---------+-------+------+-------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+-------+---------------+---------+---------+-------+------+-------+ | 1 | SIMPLE | employees | const | PRIMARY | PRIMARY | 4 | const | 1 | NULL | +----+-------------+-----------+-------+---------------+---------+---------+-------+------+-------+ ``` **3. eq_ref**:当连接使用的是完整的索引并且是 PRIMARY KEY 或 UNIQUE NOT NULL INDEX 时使用它。 ```shell # 这里员工部门关系表 dept_no 的联合主键为 emp_no + dept_no ,即员工编号+部门标号 mysql> EXPLAIN SELECT * FROM employees e,dept_emp d WHERE e.emp_no = d.emp_no AND dept_no = "d005"; +----+-------------+-------+--------+-----------------+---------+---------+--------------------+------+-----------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-------+--------+-----------------+---------+---------+--------------------+------+-----------------------+ | 1 | SIMPLE | d | ref | PRIMARY,dept_no | dept_no | 4 | const | 1 | Using index condition | | 1 | SIMPLE | e | eq_ref | PRIMARY | PRIMARY | 4 | employees.d.emp_no | 1 | NULL | +----+-------------+-------+--------+-----------------+---------+---------+--------------------+------+-----------------------+ ``` **4. ref**:当连接使用的是前缀索引或连接条件不是 PRIMARY KEY 或 UNIQUE INDEX 时则使用它。 ```shell # 这里仅使用了前缀索引emp_no,所以其类型为 ref , 而不是 eq_ref mysql> EXPLAIN SELECT * FROM employees e,dept_emp d WHERE e.emp_no = d.emp_no; +----+-------------+-------+------+---------------+---------+---------+--------------------+--------+-------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-------+------+---------------+---------+---------+--------------------+--------+-------+ | 1 | SIMPLE | e | ALL | PRIMARY | NULL | NULL | NULL | 299379 | NULL | | 1 | SIMPLE | d | ref | PRIMARY | PRIMARY | 4 | employees.e.emp_no | 1 | NULL | +----+-------------+-------+------+---------------+---------+---------+--------------------+--------+-------+ ``` **5. ref_or_null**:类似于 ref 类型的查询,但是附加了对 NULL 值列的查询。示例语句如下: ```sql SELECT * FROM ref_table WHERE key_column=expr OR key_column IS NULL; ``` **6. index_merge**:该联接类型表示使用了索引进行合并优化,示例如下: ```shell mysql> EXPLAIN SELECT * FROM dept_emp WHERE dept_no = "d004" AND emp_no < 10020; +----+-------------+----------+-------------+-----------------+-----------------+---------+------+------+-----------------------------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+----------+-------------+-----------------+-----------------+---------+------+------+-----------------------------------------------+ | 1 | SIMPLE | dept_emp | index_merge | PRIMARY,dept_no | dept_no,PRIMARY | 8,4 | NULL | 1 | Using intersect(dept_no,PRIMARY); Using where | +----+-------------+----------+-------------+-----------------+-----------------+---------+------+------+-----------------------------------------------+ ``` **7. range**:使用索引进行范围扫描,常见于 between、> 、< 这样的查询条件。 ```shell mysql> EXPLAIN SELECT * FROM employees WHERE emp_no > 10000; +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ | 1 | SIMPLE | employees | range | PRIMARY | PRIMARY | 4 | NULL | 149689 | Using where | +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ ``` **8. index**:索引连接类型与 ALL 相同,只是扫描的是索引树,通常出现在索引是该查询的覆盖索引的情况: ```shell mysql> EXPLAIN SELECT emp_no FROM employees; +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ | 1 | SIMPLE | employees | index | NULL | PRIMARY | 4 | NULL | 299379 | Using index | +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ ``` **9. ALL**:全表扫描,效率最差的查找方式。 ```shell mysql> EXPLAIN SELECT * FROM employees WHERE first_name ="Bezalel"; +----+-------------+-----------+------+---------------+------+---------+------+--------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+------+---------------+------+---------+------+--------+-------------+ | 1 | SIMPLE | employees | ALL | NULL | NULL | NULL | NULL | 299379 | Using where | +----+-------------+-----------+------+---------------+------+---------+------+--------+-------------+ ``` ## 5. possible_keys 表示在执行过程中可能会用到哪些索引来进行优化。 ## 6. key 表示在执行过程中实际用到的用于优化的索引。 ## 7. key_len 表示使用到的索引的字节数。 ## 8. ref 显示哪些列或常量与 key 列中指定的索引进行比较。 ## 9. rows MySQL 为了找到目标行而读取的所有行的数量,这是一个估算的值。 ## 10. Extra Extra 列主要用于显示额外的信息,常见信息及其含义如下: **1. Using where** :MySQL 服务器会在存储引擎检索行后再进行过滤。示例如下: ```shell # first_name 字段是一个普通的列,非索引列 mysql> EXPLAIN SELECT * FROM employees WHERE first_name = "Sumant"; +----+-------------+-----------+------+---------------+------+---------+------+--------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+------+---------------+------+---------+------+--------+-------------+ | 1 | SIMPLE | employees | ALL | NULL | NULL | NULL | NULL | 299379 | Using where | +----+-------------+-----------+------+---------------+------+---------+------+--------+-------------+ ``` **2. Using filesort**:通常出现在 GROUP BY 或 ORDER BY 语句中,且排序或分组没有基于索引,此时需要使用文件在内存中进行排序。因为使用索引排序的性能好于使用文件排序,所以出现这种情况可以考虑通过添加索引进行优化。示例如下: ```shell mysql> EXPLAIN SELECT * FROM employees ORDER BY first_name ; +----+-------------+-----------+------+---------------+------+---------+------+--------+----------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+------+---------------+------+---------+------+--------+----------------+ | 1 | SIMPLE | employees | ALL | NULL | NULL | NULL | NULL | 299379 | Using filesort | +----+-------------+-----------+------+---------------+------+---------+------+--------+----------------+ ``` **3. Using index**:使用了覆盖索引进行查询,此时不需要访问表,从索引中就可以获取到所需的全部数据。示例如下: ```shell mysql> EXPLAIN SELECT emp_no FROM employees; +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ | 1 | SIMPLE | employees | index | NULL | PRIMARY | 4 | NULL | 299379 | Using index | +----+-------------+-----------+-------+---------------+---------+---------+------+--------+-------------+ ``` **4. Using temporary**:表示需要使用临时表来处理查询,常出现在 GROUP BY 或 ORDER BY 语句中,示例如下: ```shell mysql> EXPLAIN SELECT first_name,count(first_name) FROM employees GROUP BY first_name ; +----+-------------+-----------+------+---------------+------+---------+------+--------+---------------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-----------+------+---------------+------+---------+------+--------+---------------------------------+ | 1 | SIMPLE | employees | ALL | NULL | NULL | NULL | NULL | 299379 | Using temporary; Using filesort | +----+-------------+-----------+------+---------------+------+---------+------+--------+---------------------------------+ ``` ## 参考资料 更多参数的说明可以参考 MySQL 官方文档:https://dev.mysql.com/doc/refman/8.0/en/explain-output.html