删除重复记录,只保留id最大的一条记录的性能测试
环境
测试表的id为是唯一的,或是自增的主键。
mysql不能直接写循环,只能写在存储过程里。
存储过程usp_batch_insert的参数num_count为插入总行数,参数batch_commit为每批提交的行数。
由于是测试,先把bin log关闭。在生产上做删除重复记录操作,不能随意关闭,根据业务而定。
SET session sql_log_bin = 0;
创建测试表t3
CREATE TABLE `t3` (
`id` int(10) unsigned NOT NULL AUTO_INCREMENT,
`f1` varchar(32) DEFAULT NULL,
`f2` varchar(32) DEFAULT NULL,
`ctime` datetime(3) DEFAULT NULL,
PRIMARY KEY (`id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;
每批量提交的记录表t3_log
CREATE TABLE `t3_log` (
`id` int(10) unsigned NOT NULL AUTO_INCREMENT,
`i` bigint(20) DEFAULT NULL,
`ctime` datetime(3) DEFAULT NULL,
PRIMARY KEY (`id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;
构造数据的存储过程
DELIMITER $$
DROP PROCEDURE IF EXISTS `usp_batch_insert`;
CREATE PROCEDURE `usp_batch_insert`(IN `num_count` int,IN `batch_commit` int)
BEGIN
DECLARE i INT;
SET i = 1;
SET AUTOCOMMIT = 0;
WHILE i <= num_count DO
INSERT INTO t3 (f1, f2, ctime)
SELECT REPLACE(UUID(), '-', '') AS a, REPLACE(UUID(), '-', '') AS b, NOW(3) AS c;
SET i = i + 1;
IF MOD(i, batch_commit) <= 0 THEN
INSERT INTO t3_log (i, ctime) VALUES (i, NOW(3));
COMMIT;
END IF;
END WHILE;
SET AUTOCOMMIT = 1;
END; $$
DELIMITER ;
生成200万的测试数据
CALL usp_batch_insert(2000000, 5000);
把一部分数据重复
INSERT INTO t3 (f1,f2,ctime)
SELECT f1, f2, NOW(3) FROM t3 LIMIT 123456,10000;
INSERT INTO t3 (f1,f2,ctime)
SELECT f1, f2, NOW(3) FROM t3 LIMIT 15234567,254321;
INSERT INTO t3 (f1,f2,ctime)
SELECT f1, f2, NOW(3) FROM t3 LIMIT 345678,654321;
INSERT INTO t3 (f1,f2,ctime)
SELECT f1, f2, NOW(3) FROM t3 LIMIT 654321,45678;
INSERT INTO t3 (f1,f2,ctime)
SELECT f1, f2, NOW(3) FROM t3 LIMIT 886,123456;
INSERT INTO t3 (f1,f2,ctime)
SELECT f1, f2, NOW(3) FROM t3 LIMIT 15,2000;
数据已经构造完,全表280多万行记录,需要删除的数据有80多万。
下面就来测试下全过程的时间,总耗时是216秒,其中删除部分约29秒。
如果要保留最小id的那行记录,则把max()函数修改为min()函数。
CREATE OR REPLACE TABLE _tmp_t3 (id INT NOT NULL PRIMARY KEY);
INSERT INTO _tmp_t3 (id)
SELECT id
FROM t3
WHERE id NOT IN (
SELECT maxid FROM
(SELECT max(id) AS maxid FROM t3
GROUP BY f1, f2
) b
);
DELETE a FROM t3 as a INNER JOIN _tmp_t3 as b on b.id = a.id;
如果29秒可能会影响业务,可以做成存储过程,分批删除。
DELIMITER $$
DROP PROCEDURE IF EXISTS `usp_batch_delete`;
CREATE PROCEDURE `usp_batch_delete`(IN `batch_commit` int)
BEGIN
DECLARE i INT;
DECLARE num_count INT;
SET i = 1;
SELECT MAX(id) INTO num_count FROM _tmp_t3;
SET AUTOCOMMIT = 0;
WHILE i <= num_count DO
DELETE a FROM t3 as a INNER JOIN _tmp_t3 as b on b.id = a.id AND b.id = i;
SET i = i + 1;
IF MOD(1, batch_commit) >= 0 THEN
COMMIT;
END IF;
END WHILE;
SET AUTOCOMMIT = 1;
END; $$
DELIMITER ;