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大量实例助你看懂Explain的输出内容，轻松搞定慢查询

EXPLAIN：查看SQL语句的执行计划

EXPLAIN命令可以帮助我们深入了解MySQL基于开销的优化器，还可以获得很多可能被优化器考虑到的访问策略的细节，以及当运行SQL语句时哪种策略预计会被优化器采用，在优化慢查询时非常有用

执行explain之后结果集包含如下信息

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

下面将对每一个值进行解释

1、id

id用来标识整个查询中SELELCT语句的顺序，在嵌套查询中id越大的语句越先执行，该值可能为NULL

id如果相同，从上往下依次执行。id不同，id值越大，执行优先级越高，如果行引用其他行的并集结果，则该值可以为NULL

2、select_type

select_type表示查询使用的类型，有下面几种：

simple： 简单的select查询，没有union或者子查询

mysql> explain select * from test where id = 1000;+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+| id | select_type | table | partitions | type | possible_keys | key | key_len | ref | rows | filtered | Extra |+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+| 1 | SIMPLE | test | NULL | const | PRIMARY | PRIMARY | 4 | const | 1 | 100.00 | NULL |+----+-------------+-------+------------+-------+---------------+---------+---------+-------+------+----------+-------+

primary： 最外层的select查询

mysql> explain select * from (select * from test where id = 1000) a;+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+| 1 | PRIMARY |  | system | NULL | NULL | NULL | NULL | 1 | NULL || 2 | DERIVED | test | const | PRIMARY | PRIMARY | 8 | const | 1 | NULL |+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+

union： union中的第二个或随后的select查询，不依赖于外部查询的结果集

mysql> explain select * from test where id = 1000 union all select * from test2 ;+----+--------------+------------+-------+---------------+---------+---------+-------+-------+-----------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+--------------+------------+-------+---------------+---------+---------+-------+-------+-----------------+| 1 | PRIMARY | test | const | PRIMARY | PRIMARY | 8 | const | 1 | NULL || 2 | UNION | test2 | ALL | NULL | NULL | NULL | NULL | 67993 | NULL || NULL | UNION RESULT |  | ALL | NULL | NULL | NULL | NULL | NULL | Using temporary |+----+--------------+------------+-------+---------------+---------+---------+-------+-------+-----------------+

dependent union： union中的第二个或随后的select查询，依赖于外部查询的结果集

mysql> explain select * from test where id in (select id from test where id = 1000 union all select id from test2) ;+----+--------------------+------------+--------+---------------+---------+---------+-------+-------+-----------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+--------------------+------------+--------+---------------+---------+---------+-------+-------+-----------------+| 1 | PRIMARY | test | ALL | NULL | NULL | NULL | NULL | 68505 | Using where || 2 | DEPENDENT SUBQUERY | test | const | PRIMARY | PRIMARY | 8 | const | 1 | Using index || 3 | DEPENDENT UNION | test2 | eq_ref | PRIMARY | PRIMARY | 8 | func | 1 | Using index || NULL | UNION RESULT |  | ALL | NULL | NULL | NULL | NULL | NULL | Using temporary |+----+--------------------+------------+--------+---------------+---------+---------+-------+-------+-----------------+

subquery： 子查询中的第一个select查询，不依赖与外部查询的结果集

mysql> explain select * from test where id = (select id from test where id = 1000);+----+-------------+-------+-------+---------------+---------+---------+-------+------+-------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------+---------------+---------+---------+-------+------+-------------+| 1 | PRIMARY | test | const | PRIMARY | PRIMARY | 8 | const | 1 | NULL || 2 | SUBQUERY | test | const | PRIMARY | PRIMARY | 8 | const | 1 | Using index |+----+-------------+-------+-------+---------------+---------+---------+-------+------+-------------+

dependent subquery： 子查询中的第一个select查询，依赖于外部查询的结果集

mysql> explain select * from test where id in (select id from test where id = 1000 union all select id from test2) ;+----+--------------------+------------+--------+---------------+---------+---------+-------+-------+-----------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+--------------------+------------+--------+---------------+---------+---------+-------+-------+-----------------+| 1 | PRIMARY | test | ALL | NULL | NULL | NULL | NULL | 68505 | Using where || 2 | DEPENDENT SUBQUERY | test | const | PRIMARY | PRIMARY | 8 | const | 1 | Using index || 3 | DEPENDENT UNION | test2 | eq_ref | PRIMARY | PRIMARY | 8 | func | 1 | Using index || NULL | UNION RESULT |  | ALL | NULL | NULL | NULL | NULL | NULL | Using temporary |+----+--------------------+------------+--------+---------------+---------+---------+-------+-------+-----------------+

derived： 用于from子句中有子查询的情况，mysql会递归执行这些子查询，此结果集放在临时表中

mysql> explain select * from (select * from test2 where id = 1000)a;+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+| 1 | PRIMARY |  | system | NULL | NULL | NULL | NULL | 1 | NULL || 2 | DERIVED | test2 | const | PRIMARY | PRIMARY | 8 | const | 1 | NULL |+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+

3、table

table用来表示输出行所引用的表名

4、type(重要)

type表示访问类型，下面依次解释各种类型，类型顺序从最好到最差排列

system： 表仅有一行，是const类型的一个特例

mysql> explain select * from (select * from test2 where id = 1000)a;+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+| 1 | PRIMARY |  | system | NULL | NULL | NULL | NULL | 1 | NULL || 2 | DERIVED | test2 | const | PRIMARY | PRIMARY | 8 | const | 1 | NULL |+----+-------------+------------+--------+---------------+---------+---------+-------+------+-------+

因为子查询只有一行数据，模拟了单表只有一行数据，此时type为system

const： 确定只有一行匹配的时候，mysql优化器会在查询前读取它并且只读取一次，速度非常快

mysql> explain select * from test where id =1 ;+----+-------------+-------+-------+---------------+---------+---------+-------+------+-------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------+---------------+---------+---------+-------+------+-------+| 1 | SIMPLE | test | const | PRIMARY | PRIMARY | 8 | const | 1 | NULL |+----+-------------+-------+-------+---------------+---------+---------+-------+------+-------+1 row in set (0.00 sec)

eq_ref： 对于每个来自于前面的表的行组合，从该表中读取一行，常用在一个索引是unique key或者primary key

mysql> explain select * from test,test2 where test.com_key=test2.com_key;+----+-------------+-------+--------+---------------+--------------+---------+--------------------+-------+-------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+--------+---------------+--------------+---------+--------------------+-------+-------+| 1 | SIMPLE | test2 | ALL | IDX(com_key) | NULL | NULL | NULL | 67993 | NULL || 1 | SIMPLE | test | eq_ref | IDX(com_key) | IDX(com_key) | 194 | test.test2.com_key | 1 | NULL |+----+-------------+-------+--------+---------------+--------------+---------+--------------------+-------+-------+

ref： 对于来自前面的表的行组合，所有有匹配索引值的行都从这张表中读取,如果联接只使用键的最左边的前缀，或如果键不是UNIQUE或PRIMARY KEY(换句话说，如果联接不能基于关键字选择单个行的话)，则使用ref

ref可以用于使用=或<=>操作符的带索引的列

mysql> explain select * from test ,test2 where test.bnet_id=test2.aid;+----+-------------+-------+------+---------------+---------+---------+-------------------+-------+-----------------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+------+---------------+---------+---------+-------------------+-------+-----------------------+| 1 | SIMPLE | test | ALL | NULL | NULL | NULL | NULL | 68505 | Using where || 1 | SIMPLE | test2 | ref | idx_aid | idx_aid | 5 | test.test.bnet_id | 34266 | Using index condition |+----+-------------+-------+------+---------------+---------+---------+-------------------+-------+-----------------------+

test表bnet_id不是索引，test2表aid为索引列

ref_or_null： 类似ref，但是添加了可以专门搜索null值的行

mysql> explain select * from test where bnet_id=1 or bnet_id is null;+----+-------------+-------+-------------+---------------+----------+---------+-------+------+-----------------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------------+---------------+----------+---------+-------+------+-----------------------+| 1 | SIMPLE | test | ref_or_null | idx_bnet | idx_bnet | 9 | const | 2 | Using index condition |+----+-------------+-------+-------------+---------------+----------+---------+-------+------+-----------------------+

前提为bnet_id列为索引，且bnet_id列有null值

index_merge： 该访问类型使用了索引合并优化方法，key列包含了使用的索引的清单，key_len包含了使用的索引的最长的关键元素

mysql> explain select * from test where id = 1 or bnet_id = 1;+----+-------------+-------+-------------+------------------+------------------+---------+------+------+--------------------------------------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------------+------------------+------------------+---------+------+------+--------------------------------------------+| 1 | SIMPLE | test | index_merge | PRIMARY,idx_bnet | PRIMARY,idx_bnet | 8,9 | NULL | 2 | Using union(PRIMARY,idx_bnet); Using where |+----+-------------+-------+-------------+------------------+------------------+---------+------+------+--------------------------------------------+

前提条件为id列和bnet_id列都有单列索引。如果出现index_merge，并且这类SQL后期使用较频繁，可以考虑把单列索引换为组合索引，这样效率更高

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。key_len包含所使用索引的最长关键元素。在该类型中ref列为NULL

当使用=、<>、>、>=、、BETWEEN或者IN操作符，用常量比较关键字列时，可以使用range

mysql> explain select * from test where bnet_id > 1000 and bnet_id < 10000;+----+-------------+-------+-------+---------------+----------+---------+------+------+-----------------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------+---------------+----------+---------+------+------+-----------------------+| 1 | SIMPLE | test | range | idx_bnet | idx_bnet | 9 | NULL | 1 | Using index condition |+----+-------------+-------+-------+---------------+----------+---------+------+------+-----------------------+

前提条件为bnet_id列有索引

index： 在进行统计时非常常见，此联接类型实际上会扫描索引树

mysql> explain select count(*) from test;+----+-------------+-------+-------+---------------+----------+---------+------+-------+-------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------+---------------+----------+---------+------+-------+-------------+| 1 | SIMPLE | test | index | NULL | idx_bnet | 9 | NULL | 68505 | Using index |+----+-------------+-------+-------+---------------+----------+---------+------+-------+-------------+

all： 对于每个来自于先前的表的行组合，进行完整的表扫描，通常可以增加更多的索引而不要使用ALL，使得行能基于前面的表中的常数值或列值被检索出

mysql> explain select * from test where create_time = '0000-00-00 00:00:00';+----+-------------+-------+------+---------------+------+---------+------+-------+-------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+------+---------------+------+---------+------+-------+-------------+| 1 | SIMPLE | test | ALL | NULL | NULL | NULL | NULL | 68505 | Using where |+----+-------------+-------+------+---------------+------+---------+------+-------+-------------+

5、possible_keys

possible_keys是指在这个SQL中，mysql可以使用这个索引去辅助查找记录，当查询涉及到的字段，都会被列出，但不一定被查询使用.若为空则表示没有可以使用的索引，此时可以通过检查where语句看是否可以引用某些列或者新建索引来提高性能。

6、key(重要)

key列显示的是当前表实际使用的索引，如果没有选择索引，则此列为null，要想强制MySQL使用或忽视possible_keys列中的索引，在查询中使用FORCE INDEX、USE INDEX或者IGNORE INDEX

7、key_len

key_len列显示MySQL决定使用的键长度。如果KEY键是NULL，则长度为NULL。在不损失精确性的情况下，长度越短越好

key len的长度还和字符集有关,latin1一个字符占用1个字节,gbk一个字符占用2个字节,utf8一个字符占用3个字节。key_len的计算法方法：

列类型长度备注id int4+1int为4bytes,允许为NULL,加1byteid bigint not null8bigint为8bytesuser char(30) utf830*3+1utf8每个字符为3bytes,允许为NULL,加1byteuser varchar(30) not null utf830*3+2utf8每个字符为3bytes,变长数据类型,加2bytesuser varchar(30) utf830*3+2+1utf8每个字符为3bytes,允许为NULL,加1byte,变长数据类型,加2bytesdetail text(10) utf830*3+2+1TEXT截取部分,被视为动态列类型。

key_len只指示了where中用于条件过滤时被选中的索引列，是不包含order by或group by这一部分被选中的索引列

8、ref

ref列用来显示使用哪个列或常数与key一起从表中选择相应的行。它显示的列的名字(或const)，此列多数时候为null

9、rows

rows列显示的是mysql解析器认为执行此SQL时必须扫描的行数。此数值为一个预估值，不是具体值，通常比实际值小

10、filtered

此参数为mysql 5.7 新加参数，指的是返回结果的行数所占需要读到的行(rows的值)的比例

对于使用join时，前一个表的结果集大小直接影响了循环的行数

11、extra(重要)

extra表示不在其他列并且也很重要的额外信息

using index： 该值表示这个SQL语句使用了覆盖索引(覆盖索引是指可以直接在索引列中得到想要的结果，而不用去回表)，此时效率最高

mysql> explain select id from test;+----+-------------+-------+-------+---------------+----------+---------+------+-------+-------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------+---------------+----------+---------+------+-------+-------------+| 1 | SIMPLE | test | index | NULL | idx_bnet | 9 | NULL | 68505 | Using index |+----+-------------+-------+-------+---------------+----------+---------+------+-------+-------------+

这个例子中id字段为主键，但是key那里显示走的并不是主键索引，这个是因为mysql的所有二级索引中都会包含所有的主键信息，而mysql没有单独的存储主键索引，所以扫描二级索引的开销比全表扫描更快

using where： 表示存储引擎搜到记录后进行了后过滤(POST-FILTER)，如果查询未能使用索引，using where的作用只是提醒我们mysql要用where条件过滤结果集

mysql> explain select * from test where id > 1;+----+-------------+-------+-------+---------------+---------+---------+------+-------+-------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------+---------------+---------+---------+------+-------+-------------+| 1 | SIMPLE | test | range | PRIMARY | PRIMARY | 8 | NULL | 34252 | Using where |+----+-------------+-------+-------+---------------+---------+---------+------+-------+-------------+

using temporary 表示mysql需要使用临时表来存储结果集，常见于排序和分组查询

mysql> explain select * from test where id in (1,2) group by bnet_id;+----+-------------+-------+-------+-----------------------------------------+---------+---------+------+------+----------------------------------------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+-------+-----------------------------------------+---------+---------+------+------+----------------------------------------------+| 1 | SIMPLE | test | range | PRIMARY,IDX(event_key-bnet_Id),idx_bnet | PRIMARY | 8 | NULL | 2 | Using where; Using temporary; Using filesort |+----+-------------+-------+-------+-----------------------------------------+---------+---------+------+------+----------------------------------------------+

using filesort： 是指mysql无法利用索引直接完成排序(排序的字段不是索引字段)，此时会用到缓冲空间来进行排序

mysql> explain select * from test order by bnet_id;+----+-------------+-------+------+---------------+------+---------+------+-------+----------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+------+---------------+------+---------+------+-------+----------------+| 1 | SIMPLE | test | ALL | NULL | NULL | NULL | NULL | 68505 | Using filesort |+----+-------------+-------+------+---------------+------+---------+------+-------+----------------+

using join buffer： 强调在获取连接条件时没有用到索引，并且需要连接缓冲区来存储中间结果。(性能可以通过添加索引或者修改连接字段改进)

mysql> explain select * from test left join test2 on test.create_time = test2.create_time;+----+-------------+-------+------------+------+---------------+------+---------+------+--------+----------+----------------------------------------------------+| id | select_type | table | partitions | type | possible_keys | key | key_len | ref | rows | filtered | Extra |+----+-------------+-------+------------+------+---------------+------+---------+------+--------+----------+----------------------------------------------------+| 1 | SIMPLE | test | NULL | ALL | NULL | NULL | NULL | NULL | 959692 | 100.00 | NULL || 1 | SIMPLE | test2 | NULL | ALL | NULL | NULL | NULL | NULL | 958353 | 100.00 | Using where; Using join buffer (Block Nested Loop) |+----+-------------+-------+------------+------+---------------+------+---------+------+--------+----------+----------------------------------------------------+2 rows in set, 1 warning (0.00 sec)

Block Nested Loop是指Block Nested-Loop Join算法：将外层循环的行/结果集存入join buffer, 内层循环的每一行与整个buffer中的记录做比较，从而减少内层循环的次数.

impossible where： 表示where条件导致没有返回的行

mysql> explain select * from test where id is null;+----+-------------+-------+------+---------------+------+---------+------+------+------------------+| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |+----+-------------+-------+------+---------------+------+---------+------+------+------------------+| 1 | SIMPLE | NULL | NULL | NULL | NULL | NULL | NULL | NULL | Impossible WHERE |+----+-------------+-------+------+---------------+------+---------+------+------+------------------+

using index condition： 是mysql 5.6 之后新加的特性，结合mysql的ICP(Index Condition Pushdown)特性使用。主要是优化了可以在索引(仅限二级索引)上进行 like 查找

如果extra中出现多个上面结果，则表示顺序使用上面的方法进行解析查询

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