MySQL前缀索引和索引选择性
mysql前缀索引和索引选择性,有时候需要索引很长的字符列,这会让索引变得大且慢。通常可以索引开始的部分字符,这样可以大大节约索引空间,从而提高索引效率。但这样也会降低索引的选择性。索引的选择性是指不重复的索引值(也称为基数,cardinality)和数据表的记录总数的比值,范围从1/#t到1之间。索引的选择性越高则查询效率越高,因为选择性高的索引可以让mysql在查找时过滤掉更多的行。唯一索引的选择性是1,这是最好的索引选择性,性能也是最好的。
一般情况下某个前缀的选择性也是足够高的,足以满足查询性能。对于blob,text,或者很长的varchar类型的列,必须使用前缀索引,因为mysql不允许索引这些列的完整长度。
诀窍在于要选择足够长的前缀以保证较高的选择性,同时又不能太长(以便节约空间)。前缀应该足够长,以使得前缀索引的选择性接近于索引的整个列。换句话说,前缀的”基数“应该接近于完整的列的”基数“。
为了决定前缀的合适长度,需要找到最常见的值的列表,然后和最常见的前缀列表进行比较。下面的示例是mysql官方提供的示例
下载地址如下:
https://downloads.mysql.com/docs/sakila-db.zip
在示例数据库sakila中并没有合适的例子,所以从表city中生成一个示例表,这样就有足够数据进行演示:
mysql> select database(); +------------+ | database() | +------------+ | sakila | +------------+ 1 row in set (0.00 sec) mysql> create table city_demo (city varchar(50) not null); query ok, 0 rows affected (0.02 sec) mysql> insert into city_demo (city) select city from city; query ok, 600 rows affected (0.08 sec) records: 600 duplicates: 0 warnings: 0 mysql> insert into city_demo (city) select city from city_demo; query ok, 600 rows affected (0.07 sec) records: 600 duplicates: 0 warnings: 0 mysql> update city_demo set city = ( select city from city order by rand() limit 1); query ok, 1199 rows affected (0.95 sec) rows matched: 1200 changed: 1199 warnings: 0 mysql>
因为这里使用了rand()函数,所以你的数据会与我的不同,当然那不影响聪明的你。
首先找到最常见的城市列表:
mysql> select count(*) as cnt, city from city_demo group by city order by cnt desc limit 10; +-----+--------------+ | cnt | city | +-----+--------------+ | 8 | garden grove | | 7 | escobar | | 7 | emeishan | | 6 | amroha | | 6 | tegal | | 6 | lancaster | | 6 | jelets | | 6 | ambattur | | 6 | yingkou | | 6 | monclova | +-----+--------------+ 10 rows in set (0.01 sec) mysql>
注意到查询结果,上面每个值都出现了6-8次。现在查找到频繁出现的城市前缀。先从3个前缀字母开始,然后4个,5个,6个:
mysql> select count(*) as cnt,left(city,3) as pref from city_demo group by pref order by cnt desc limit 10; +-----+------+ | cnt | pref | +-----+------+ | 25 | san | | 15 | cha | | 12 | bat | | 12 | tan | | 11 | al- | | 11 | gar | | 11 | yin | | 10 | kan | | 10 | sou | | 10 | bra | +-----+------+ 10 rows in set (0.00 sec) mysql> select count(*) as cnt,left(city,4) as pref from city_demo group by pref order by cnt desc limit 10; +-----+------+ | cnt | pref | +-----+------+ | 12 | san | | 10 | sout | | 8 | chan | | 8 | sant | | 8 | gard | | 7 | emei | | 7 | esco | | 6 | ying | | 6 | amro | | 6 | lanc | +-----+------+ 10 rows in set (0.01 sec) mysql> select count(*) as cnt,left(city,5) as pref from city_demo group by pref order by cnt desc limit 10; +-----+-------+ | cnt | pref | +-----+-------+ | 10 | south | | 8 | garde | | 7 | emeis | | 7 | escob | | 6 | amroh | | 6 | yingk | | 6 | moncl | | 6 | lanca | | 6 | jelet | | 6 | tegal | +-----+-------+ 10 rows in set (0.01 sec)
mysql> select count(*) as cnt,left(city,6) as pref from city_demo group by pref order by cnt desc limit 10; +-----+--------+ | cnt | pref | +-----+--------+ | 8 | garden | | 7 | emeish | | 7 | escoba | | 6 | amroha | | 6 | yingko | | 6 | lancas | | 6 | jelets | | 6 | tegal | | 6 | monclo | | 6 | ambatt | +-----+--------+ 10 rows in set (0.00 sec) mysql>
通过上面改变不同前缀长度发现,当前缀长度为6时,这个前缀的选择性就接近完整咧的选择性了。甚至是一样的。
当然还有另外更方便的方法,那就是计算完整列的选择性,并使其前缀的选择性接近于完整列的选择性。下面显示如何计算完整列的选择性:
mysql> select count(distinct city) / count(*) from city_demo; +---------------------------------+ | count(distinct city) / count(*) | +---------------------------------+ | 0.4283 | +---------------------------------+ 1 row in set (0.05 sec) mysql>
可以在一个查询中针对不同前缀长度的选择性进行计算,这对于大表非常有用,下面给出如何在同一个查询中计算不同前缀长度的选择性:
mysql> select count(distinct left(city,3))/count(*) as sel3, -> count(distinct left(city,4))/count(*) as sel4, -> count(distinct left(city,5))/count(*) as sel5, -> count(distinct left(city,6))/count(*) as sel6 -> from city_demo; +--------+--------+--------+--------+ | sel3 | sel4 | sel5 | sel6 | +--------+--------+--------+--------+ | 0.3367 | 0.4075 | 0.4208 | 0.4267 | +--------+--------+--------+--------+ 1 row in set (0.01 sec) mysql>
可以看见当索引前缀为6时的基数是0.4267,已经接近完整列选择性0.4283。
在上面的示例中,已经找到了合适的前缀长度,下面创建前缀索引:
mysql> alter table city_demo add key (city(6)); query ok, 0 rows affected (0.19 sec) records: 0 duplicates: 0 warnings: 0 mysql>
mysql> explain select * from city_demo where city like 'jinch%'; +----+-------------+-----------+-------+---------------+------+---------+------+------+-------------+ | id | select_type | table | type | possible_keys | key | key_len | ref | rows | extra | +----+-------------+-----------+-------+---------------+------+---------+------+------+-------------+ | 1 | simple | city_demo | range | city | city | 20 | null | 2 | using where | +----+-------------+-----------+-------+---------------+------+---------+------+------+-------------+ 1 row in set (0.00 sec) mysql>
可以看见正确使用刚创建的索引。
前缀索引是一种能使索引更小,更快的有效办法,但另一方面也有其缺点:
mysql无法使用其前缀索引做order by和group by,也无法使用前缀索引做覆盖扫描。