我如何才能最好地编写一个查询,从总共600k中随机选择10行?
当前回答
如果你只有一个读请求
将@redsio的答案与一个临时表结合起来(600K并不是很多):
DROP TEMPORARY TABLE IF EXISTS tmp_randorder;
CREATE TABLE tmp_randorder (id int(11) not null auto_increment primary key, data_id int(11));
INSERT INTO tmp_randorder (data_id) select id from datatable;
然后用一个@redsios的版本回答:
SELECT dt.*
FROM
(SELECT (RAND() *
(SELECT MAX(id)
FROM tmp_randorder)) AS id)
AS rnd
INNER JOIN tmp_randorder rndo on rndo.id between rnd.id - 10 and rnd.id + 10
INNER JOIN datatable AS dt on dt.id = rndo.data_id
ORDER BY abs(rndo.id - rnd.id)
LIMIT 1;
如果表比较大,可以先筛选第一部分:
INSERT INTO tmp_randorder (data_id) select id from datatable where rand() < 0.01;
如果你有很多读请求
Version: You could keep the table tmp_randorder persistent, call it datatable_idlist. Recreate that table in certain intervals (day, hour), since it also will get holes. If your table gets really big, you could also refill holes select l.data_id as whole from datatable_idlist l left join datatable dt on dt.id = l.data_id where dt.id is null; Version: Give your Dataset a random_sortorder column either directly in datatable or in a persistent extra table datatable_sortorder. Index that column. Generate a Random-Value in your Application (I'll call it $rand). select l.* from datatable l order by abs(random_sortorder - $rand) desc limit 1;
这个解决方案用最高和最低的random_sortorder来区分“边缘行”,所以在间隔中重新排列它们(一天一次)。
其他回答
我使用了Riedsio发布的http://jan.kneschke.de/projects/mysql/order-by-rand/(我使用了返回一个或多个随机值的存储过程的情况):
DROP TEMPORARY TABLE IF EXISTS rands;
CREATE TEMPORARY TABLE rands ( rand_id INT );
loop_me: LOOP
IF cnt < 1 THEN
LEAVE loop_me;
END IF;
INSERT INTO rands
SELECT r1.id
FROM random AS r1 JOIN
(SELECT (RAND() *
(SELECT MAX(id)
FROM random)) AS id)
AS r2
WHERE r1.id >= r2.id
ORDER BY r1.id ASC
LIMIT 1;
SET cnt = cnt - 1;
END LOOP loop_me;
在这篇文章中,他通过维护一个表(使用触发器等)解决了id中的间隙导致不那么随机的结果的问题。参见文章); 我通过向表中添加另一列来解决这个问题,用连续的数字填充,从1开始(编辑:此列添加到运行时由子查询创建的临时表中,不影响永久表):
DROP TEMPORARY TABLE IF EXISTS rands;
CREATE TEMPORARY TABLE rands ( rand_id INT );
loop_me: LOOP
IF cnt < 1 THEN
LEAVE loop_me;
END IF;
SET @no_gaps_id := 0;
INSERT INTO rands
SELECT r1.id
FROM (SELECT id, @no_gaps_id := @no_gaps_id + 1 AS no_gaps_id FROM random) AS r1 JOIN
(SELECT (RAND() *
(SELECT COUNT(*)
FROM random)) AS id)
AS r2
WHERE r1.no_gaps_id >= r2.id
ORDER BY r1.no_gaps_id ASC
LIMIT 1;
SET cnt = cnt - 1;
END LOOP loop_me;
在文章中,我可以看到他花了很大的精力来优化代码;我不知道我的改变是否/有多大影响性能,但对我来说非常好。
我需要一个查询从一个相当大的表中返回大量随机行。这是我想到的。首先获取最大记录id:
SELECT MAX(id) FROM table_name;
然后将该值代入:
SELECT * FROM table_name WHERE id > FLOOR(RAND() * max) LIMIT n;
Where max is the maximum record id in the table and n is the number of rows you want in your result set. The assumption is that there are no gaps in the record id's although I doubt it would affect the result if there were (haven't tried it though). I also created this stored procedure to be more generic; pass in the table name and number of rows to be returned. I'm running MySQL 5.5.38 on Windows 2008, 32GB, dual 3GHz E5450, and on a table with 17,361,264 rows it's fairly consistent at ~.03 sec / ~11 sec to return 1,000,000 rows. (times are from MySQL Workbench 6.1; you could also use CEIL instead of FLOOR in the 2nd select statement depending on your preference)
DELIMITER $$
USE [schema name] $$
DROP PROCEDURE IF EXISTS `random_rows` $$
CREATE PROCEDURE `random_rows`(IN tab_name VARCHAR(64), IN num_rows INT)
BEGIN
SET @t = CONCAT('SET @max=(SELECT MAX(id) FROM ',tab_name,')');
PREPARE stmt FROM @t;
EXECUTE stmt;
DEALLOCATE PREPARE stmt;
SET @t = CONCAT(
'SELECT * FROM ',
tab_name,
' WHERE id>FLOOR(RAND()*@max) LIMIT ',
num_rows);
PREPARE stmt FROM @t;
EXECUTE stmt;
DEALLOCATE PREPARE stmt;
END
$$
then
CALL [schema name].random_rows([table name], n);
如果键之间没有间隙而且都是数字你可以计算随机数然后选择这些行。但事实可能并非如此。
所以一种解决方案是:
SELECT * FROM table WHERE key >= FLOOR(RAND()*MAX(id)) LIMIT 1
这将确保你在键的范围内得到一个随机数然后你选择下一个更大的最佳值。 你必须这样做10次。
然而,这并不是随机的,因为你的钥匙很可能不是均匀分布的。
这真的是一个大问题,不容易解决满足所有的要求,MySQL的rand()是最好的,如果你真的想要10个随机行。
然而,还有另一种解决方案,它速度很快,但涉及到随机性时也需要权衡,但可能更适合你。在这里阅读:我如何优化MySQL的ORDER BY RAND()函数?
问题是你需要它有多随机。
你能多解释一下吗?这样我才能给你一个好的解决办法。
例如,我合作的一家公司有一个解决方案,他们需要非常快的绝对随机性。最后,他们用随机值预填充数据库,这些随机值是从降序选择的,然后再次设置为不同的随机值。
如果你几乎没有更新,你也可以填充一个递增的id,这样你就没有间隙,只是可以在选择之前计算随机键…这取决于用例!
一个伟大的职位处理几个情况,从简单,到差距,到不均匀与差距。
http://jan.kneschke.de/projects/mysql/order-by-rand/
对于大多数一般情况,你可以这样做:
SELECT name
FROM random AS r1 JOIN
(SELECT CEIL(RAND() *
(SELECT MAX(id)
FROM random)) AS id)
AS r2
WHERE r1.id >= r2.id
ORDER BY r1.id ASC
LIMIT 1
这假设id的分布是相等的,并且id列表中可能存在间隙。有关更高级的示例,请参阅本文
所有最好的答案都已经贴出来了(主要是那些引用了http://jan.kneschke.de/projects/mysql/order-by-rand/的链接)。
I want to pinpoint another speed-up possibility - caching. Think of why you need to get random rows. Probably you want display some random post or random ad on a website. If you are getting 100 req/s, is it really needed that each visitor gets random rows? Usually it is completely fine to cache these X random rows for 1 second (or even 10 seconds). It doesn't matter if 100 unique visitors in the same 1 second get the same random posts, because the next second another 100 visitors will get different set of posts.
当使用这种缓存时,你也可以使用一些较慢的解决方案来获取随机数据,因为不管你的req/s如何,它每秒只会从MySQL中获取一次。
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