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  • 关于NULL和NOT NULL性能实践


    一直听说设计数据库的时候尽可能设置成NOT NULL,那么到底设置成NULL和NOT NULL有什么区别呢?
    今天刚好有时间就探究一下:
    主要测试的内容有:
    1、测试NULL对索引的影响
    2、测试NULL对组合索引的影响
    3、测试NULL对磁盘空间的影响

    测试环境为:
    系统环境:Centos 5.5 64 bit
    软件环境:MYSQL 5.1.50

    表结构为:
    CREATE TABLE `zhang` (
      `id` int(11) NOT NULL DEFAULT '0',
      `name` varchar(20) DEFAULT NULL,
      `address` varchar(20) DEFAULT NULL,
      PRIMARY KEY (`id`),
      KEY `idx_name_address` (`name`,`address`)
    ) ENGINE=InnoDB DEFAULT CHARSET=utf8

    插入数据的存储过程为:
    DROP PROCEDURE IF EXISTS add_data ;
    DELIMITER //
    CREATE PROCEDURE add_data (IN c_count INT,OUT result INT,OUT starttime DATETIME,OUT endtime DATETIME)
    BEGIN
    DECLARE c_name VARCHAR(20) DEFAULT 'zhang';
    DECLARE c_address VARCHAR(20) DEFAULT 'jiangxi';
    SELECT NOW() INTO starttime;
    WHILE c_count <= 100000 DO
    INSERT INTO zhang (id,`name`,`address`) VALUES(c_count,CONCAT(c_name,c_count),CONCAT(c_address,c_count));
    SET c_count=c_count+1;
    END WHILE;
    SELECT NOW() INTO endtime;
    SELECT MAX(id) INTO result FROM zhang;
    END
    //

    调用存储过程插入数据:
    CALL add_data(1,@result,@starttime,@endtime);

    测死NULL对单个索引的影响:
    NULL值很少的情况
    ALTER TABLE zhang DROP INDEX idx_name_address,ADD INDEX (`name`);
    UPDATE zhang SET `name`=NULL WHERE `name`='zhang99991' ;
    EXPLAIN SELECT * FROM zhang WHERE `name`  IS NULL;
    +----+-------------+-------+------+---------------+------+---------+-------+------+-------------+
    | id | select_type | table | type | possible_keys | key  | key_len | ref   | rows | Extra       |
    +----+-------------+-------+------+---------------+------+---------+-------+------+-------------+
    |  1 | SIMPLE      | zhang | ref  | name          | name | 63      | const |    1 | Using where |
    +----+-------------+-------+------+---------------+------+---------+-------+------+-------------+
    可以用到索引
    EXPLAIN SELECT * FROM zhang WHERE `name`  IS NOT NULL;
    +----+-------------+-------+------+---------------+------+---------+------+--------+-------------+
    | id | select_type | table | type | possible_keys | key  | key_len | ref  | rows   | Extra       |
    +----+-------------+-------+------+---------------+------+---------+------+--------+-------------+
    |  1 | SIMPLE      | zhang | ALL  | name          | NULL | NULL    | NULL | 100216 | Using where |
    +----+-------------+-------+------+---------------+------+---------+------+--------+-------------+
    用不到索引
    接下来看看含有很多NULL值的情况:
    UPDATE zhang SET `name`=NULL LIMIT 60000 ;
    EXPLAIN SELECT * FROM zhang WHERE `name` IS NULL;
    +----+-------------+-------+------+---------------+------+---------+-------+-------+-------------+
    | id | select_type | table | type | possible_keys | key  | key_len | ref   | rows  | Extra       |
    +----+-------------+-------+------+---------------+------+---------+-------+-------+-------------+
    |  1 | SIMPLE      | zhang | ref  | name          | name | 63      | const | 52420 | Using where |
    +----+-------------+-------+------+---------------+------+---------+-------+-------+-------------+
    能用到索引
    EXPLAIN SELECT * FROM zhang WHERE `name` IS NOT NULL;
    +----+-------------+-------+------+---------------+------+---------+------+--------+-------------+
    | id | select_type | table | type | possible_keys | key  | key_len | ref  | rows   | Extra       |
    +----+-------------+-------+------+---------------+------+---------+------+--------+-------------+
    |  1 | SIMPLE      | zhang | ALL  | name          | NULL | NULL    | NULL | 104841 | Using where |
    +----+-------------+-------+------+---------------+------+---------+------+--------+-------------+
    不能用到索引


    测试NULL对组合索引的影响:
    UPDATE zhang SET `address`=NULL WHERE `name`='zhang99991' AND address='jiangxi99991';
    EXPLAIN SELECT * FROM zhang WHERE `name`='zhang99991' AND `address` IS NULL;
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    | id | select_type | table | type | possible_keys    | key              | key_len | ref         | rows | Extra                    |
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    |  1 | SIMPLE      | zhang | ref  | idx_name_address | idx_name_address | 126     | const,const |    1 | Using where; Using index |
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    可以是用到索引
    UPDATE zhang SET `name`=NULL WHERE `name`='zhang99992' AND address='jiangxi99992';
    EXPLAIN SELECT * FROM zhang WHERE `name` IS NULL AND address='jiangxi99992';
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    | id | select_type | table | type | possible_keys    | key              | key_len | ref         | rows | Extra                    |
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    |  1 | SIMPLE      | zhang | ref  | idx_name_address | idx_name_address | 126     | const,const |    1 | Using where; Using index |
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    还是能用到索引
    EXPLAIN SELECT * FROM zhang WHERE `name` IS NULL;
    +----+-------------+-------+------+------------------+------------------+---------+-------+------+--------------------------+
    | id | select_type | table | type | possible_keys    | key              | key_len | ref   | rows | Extra                    |
    +----+-------------+-------+------+------------------+------------------+---------+-------+------+--------------------------+
    |  1 | SIMPLE      | zhang | ref  | idx_name_address | idx_name_address | 63      | const |    1 | Using where; Using index |
    +----+-------------+-------+------+------------------+------------------+---------+-------+------+--------------------------+
    还是能用到索引
    UPDATE zhang SET address=NULL WHERE `name` IS NULL;
    EXPLAIN SELECT * FROM zhang WHERE `name` IS NULL AND address IS NULL;
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    | id | select_type | table | type | possible_keys    | key              | key_len | ref         | rows | Extra                    |
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    |  1 | SIMPLE      | zhang | ref  | idx_name_address | idx_name_address | 126     | const,const |    1 | Using where; Using index |
    +----+-------------+-------+------+------------------+------------------+---------+-------------+------+--------------------------+
    还是能用到索引
    再看一下join查询,没有NULL的使用索引情况
    EXPLAIN SELECT * FROM zhang a INNER JOIN zhang2 b ON  a.`name`=b.`name`;        
    +----+-------------+-------+------+------------------+------------------+---------+--------------+--------+--------------------------+
    | id | select_type | table | type | possible_keys    | key              | key_len | ref          | rows   | Extra                    |
    +----+-------------+-------+------+------------------+------------------+---------+--------------+--------+--------------------------+
    |  1 | SIMPLE      | a     | ALL  | name             | NULL             | NULL    | NULL         | 100420 |                          |
    |  1 | SIMPLE      | b     | ref  | idx_name_address | idx_name_address | 63      | zhang.a.name |      1 | Using where; Using index |
    +----+-------------+-------+------+------------------+------------------+---------+--------------+--------+--------------------------+
    添加NULL值以后对索引的使用情况
    UPDATE zhang SET `name`=NULL LIMIT 50000;
    UPDATE zhang2 SET `name`=NULL LIMIT 60000;
    EXPLAIN SELECT * FROM zhang a INNER JOIN zhang2 b ON  a.`name`=b.`name`;
    +----+-------------+-------+------+------------------+------------------+---------+--------------+-------+--------------------------+
    | id | select_type | table | type | possible_keys    | key              | key_len | ref          | rows  | Extra                    |
    +----+-------------+-------+------+------------------+------------------+---------+--------------+-------+--------------------------+
    |  1 | SIMPLE      | a     | ALL  | name             | NULL             | NULL    | NULL         | 99844 |                          |
    |  1 | SIMPLE      | b     | ref  | idx_name_address | idx_name_address | 63      | zhang.a.name |     1 | Using where; Using index |
    +----+-------------+-------+------+------------------+------------------+---------+--------------+-------+--------------------------+


    通过分别对单个索引和组合索引的测试得出结论NULL对组合索引没有什么太大影响

    测试NULL对磁盘空间的影响:
    没有NULL的情况
    -rw-rw---- 1 mysql mysql 16777216 Mar 28 18:28 zhang.ibd
    UPDATE zhang SET address=NULL LIMIT 50000;
    将address列一半的值更改成NULL以后,占用磁盘空间的情况
    -rw-rw---- 1 mysql mysql 18874368 Mar 28 18:31 zhang.ibd
    发现占用的磁盘空间增长了不少。得出结论NULL
    去掉索引再测试
    UPDATE zhang SET address='jiangxi2' WHERE address IS NULL;
    ALTER TABLE zhang DROP INDEX idx_name_address;
    -rw-rw---- 1 mysql mysql 12582912 Mar 28 18:33 zhang.ibd
    UPDATE zhang SET address=NULL LIMIT 50000;再查看磁盘空间的使用情况:
    -rw-rw---- 1 mysql mysql 12582912 Mar 28 18:33 zhang.ibd
    发现磁盘空间没有变化,因此综合两个测试可以得出结论:对NULL列加索引需要额外的磁盘空间,如果不是索引列就对磁盘空间没有影响

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  • 原文地址:https://www.cnblogs.com/feihongwuhen/p/7169875.html
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