MySQL如何优化GROUP BY ：松散索引扫描 VS 紧凑索引扫描
执行GROUP BY子句的最一般的方法：先扫描整个表，然后创建一个新的临时表，表中每个组的所有行应为连续的，最后使用该临时表来找到组
并应用聚集函数。在某些情况中，MySQL通过访问索引就可以得到结果，此类查询的 EXPLAIN 输出显示 Extra 列的值为 Using index for group-by。
一、松散索引扫描
The most efficient way to process GROUP BY is when an index is used to directly retrieve the grouping columns.
With this access method, MySQL uses the property of some index types that the keys are ordered (for example, BTREE).
This property enables use of lookup groups in an index without having to consider all keys in the index that satisfy all WHERE conditions.
This access method considers only a fraction of the keys in an index, so it is called a loose index scan.
When there is no WHERE clause, a loose index scan reads as many keys as the number of groups, which may be a much smaller number than that of all keys.
If the WHERE clause contains range predicates , a loose index scan looks up the first key of each group that satisfies the range conditions,
and again reads the least possible number of keys. This is possible under the following conditions:
-
The query is over a single table.
-
The
GROUP BYnames only columns that form a leftmost prefix of the index and no other columns.
(If, instead of GROUP BY, the query has a DISTINCT clause, all distinct attributes refer to columns that form a leftmost prefix of the index.)
For example, if a table t1 has an index on (c1,c2,c3),
loose index scan is applicable if the query has GROUP BY c1, c2,.
It is not applicable if the query has GROUP BY c2, c3 (the columns are not a leftmost prefix) or GROUP BY c1, c2, c4 (c4 is not in the index).
-
The only aggregate functions used in the select list (if any) are
MIN()andMAX(), and all of them refer to the same column. The column must be in the index and must immediately follow the columns in theGROUP BY. -
Any other parts of the index than those from the
GROUP BYreferenced in the query must be constants (that is, they must be referenced in equalities with constants), except for the argument ofMIN()orMAX()functions. -
For columns in the index, full column values must be indexed, not just a prefix. For example, with
c1 VARCHAR(20), INDEX (c1(10)), the index cannot be used for loose index scan.
mysql5.7示例如下：
CREATE TABLE `sm_wechat_binding` (
`id` bigint(20) NOT NULL,
`company_id` bigint(20) DEFAULT NULL,
`date_created` datetime NOT NULL,
`is_big_account` bit(1) NOT NULL,
`last_updated` datetime NOT NULL,
`open_id` varchar(64) NOT NULL,
`phone` varchar(14) DEFAULT NULL,
`deleted` datetime DEFAULT NULL,
`imported` datetime DEFAULT NULL,
`client_id` bigint(20) DEFAULT NULL,
PRIMARY KEY (`id`),
KEY `company_id_idx` (`company_id`),
KEY `openid_phone_index` (`open_id`,`phone`),
CONSTRAINT `FK_f95swnll9d3myf1pl7o5cxtws` FOREIGN KEY (`company_id`) REFERENCES `sm_company` (`company_id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4
mysql> EXPLAIN SELECT distinct company_id FROM sm_wechat_binding; +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ | 1 | SIMPLE | sm_wechat_binding | range | company_id_idx | company_id_idx | 9 | NULL | 699 | Using index for group-by | +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ 1 row in set (0.02 sec) mysql> EXPLAIN SELECT COUNT( company_id) FROM sm_wechat_binding GROUP BY company_id; +----+-------------+-------------------+-------+----------------+----------------+---------+------+-------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-------------------+-------+----------------+----------------+---------+------+-------+-------------+ | 1 | SIMPLE | sm_wechat_binding | index | company_id_idx | company_id_idx | 9 | NULL | 39130 | Using index | +----+-------------+-------------------+-------+----------------+----------------+---------+------+-------+-------------+ 1 row in set (0.00 sec) mysql> EXPLAIN SELECT COUNT(distinct company_id) FROM sm_wechat_binding GROUP BY company_id; +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ | 1 | SIMPLE | sm_wechat_binding | range | company_id_idx | company_id_idx | 9 | NULL | 699 | Using index for group-by | +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ 1 row in set (0.00 sec) mysql> EXPLAIN SELECT COUNT(distinct company_id) as num, company_id FROM sm_wechat_binding GROUP BY company_id; +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ | 1 | SIMPLE | sm_wechat_binding | range | company_id_idx | company_id_idx | 9 | NULL | 699 | Using index for group-by | +----+-------------+-------------------+-------+----------------+----------------+---------+------+------+--------------------------+ 1 row in set (0.00 sec) mysql> EXPLAIN SELECT max(company_id), min(company_id) FROM sm_wechat_binding force index(company_id_idx); +----+-------------+-------+------+---------------+------+---------+------+------+------------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+-------+------+---------------+------+---------+------+------+------------------------------+ | 1 | SIMPLE | NULL | NULL | NULL | NULL | NULL | NULL | NULL | Select tables optimized away | +----+-------------+-------+------+---------------+------+---------+------+------+------------------------------+ 1 row in set (0.01 sec)
示例二
mysql> CREATE TABLE `loose_index_scan` ( -> -> `c1` int(11) DEFAULT NULL, -> `c2` int(11) DEFAULT NULL, -> `c3` int(11) DEFAULT NULL, -> `c4` int(11) DEFAULT NULL, -> KEY `idx_g` (`c1`,`c2`,`c3`) -> ) ENGINE=InnoDB DEFAULT CHARSET=utf8; Query OK, 0 rows affected (0.90 sec) mysql> mysql> mysql> explain select c1,c2 from loose_index_scan group by c1,c2; +----+-------------+------------------+-------+---------------+-------+---------+------+------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+------------------+-------+---------------+-------+---------+------+------+-------------+ | 1 | SIMPLE | loose_index_scan | index | idx_g | idx_g | 15 | NULL | 1 | Using index | +----+-------------+------------------+-------+---------------+-------+---------+------+------+-------------+ 1 row in set (0.06 sec) mysql> mysql> mysql> EXPLAIN SELECT COUNT(DISTINCT c1) FROM loose_index_scan GROUP BY c1; +----+-------------+------------------+-------+---------------+-------+---------+------+------+-------------------------------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra | +----+-------------+------------------+-------+---------------+-------+---------+------+------+-------------------------------------+ | 1 | SIMPLE | loose_index_scan | range | idx_g | idx_g | 5 | NULL | 2 | Using index for group-by (scanning) | +----+-------------+------------------+-------+---------------+-------+---------+------+------+-------------------------------------+ 1 row in set (0.02 sec)
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