【发布时间】:2021-12-12 20:43:30
【问题描述】:
我正在开发一个管理课程的系统,该系统包含多个课程、多个课程和多个使用者。随着系统的增长,需要更多的数据,因此由于一些性能问题,我决定使用 SQL 视图。我们正在使用 MySQL。
所以我已经替换了对数据库的旧调用(例如单节课)
select * from `courses_classes_lessons` where `courses_classes_lessons`.`deleted_at` is null limit 1;
select count(consumer_id) as consumers_count from `courses_classes_lessons_consumers` where `lesson_id` = '448' limit 1;
select `max_consumers` from `courses_classes` where `id` = '65' limit 1;
select `id` from `courses_classes_lessons` left join `courses_classes_lessons_consumers` on `courses_classes_lessons_consumers`.`lesson_id` = `courses_classes_lessons`.`id` where `id` = '448' group by `courses_classes_lessons`.`id` having count(courses_classes_lessons_consumers.consumer_id) < '4' limit 1;
select courses_classes.max_consumers - LEAST(count(courses_classes_lessons_consumers.consumer_id), courses_classes.max_consumers) as available_spaces from `courses_classes_lessons` left join `courses_classes_lessons_consumers` on `courses_classes_lessons_consumers`.`lesson_id` = `courses_classes_lessons`.`id` left join `courses_classes` on `courses_classes_lessons`.`class_id` = `courses_classes`.`id` where `courses_classes_lessons`.`id` = '448' group by `courses_classes`.`id` limit 1;
以上花费了大约 4-5ms
SQL 视图如下:
CREATE OR REPLACE VIEW `courses_classes_lessons_view` AS
SELECT
courses_classes_lessons.id AS lesson_id,
(SELECT
max_consumers
FROM
courses_classes
WHERE
id = courses_classes_lessons.class_id
LIMIT 1) AS class_max_consumers,
(SELECT
count(consumer_id)
FROM
courses_classes_lessons_consumers
WHERE
lesson_id = courses_classes_lessons.id) AS consumers_count,
(SELECT
CASE WHEN consumers_count >= class_max_consumers THEN
TRUE
ELSE
FALSE
END AS is_full) AS is_full,
(CASE WHEN courses_classes_lessons.completed_at > NOW() THEN
'completed'
WHEN courses_classes_lessons.cancelled_at > NOW() THEN
'cancelled'
WHEN courses_classes_lessons.starts_at > NOW() THEN
'upcoming'
ELSE
'incomplete'
END) AS status,
(SELECT
class_max_consumers - LEAST(consumers_count, class_max_consumers)) AS available_spaces
FROM
courses_classes_lessons
我遇到的问题是,无论我是加载整个视图还是从中加载一行都无关紧要 - 加载总是需要大约 6-9 秒!但是当我用 WHERE 子句尝试相同的查询时,它需要大约 500μs。我是 SQL View 的新手并且很困惑 - 为什么没有可以用来快速加载单行的索引/主键?我做错了吗?
解释结果
INSERT INTO `courses_classes` (`id`, `select_type`, `table`, `partitions`, `type`, `possible_keys`, `key`, `key_len`, `ref`, `rows`, `filtered`, `Extra`) VALUES
(1, 'PRIMARY', 'courses_classes_lessons', NULL, 'ALL', NULL, NULL, NULL, NULL, 478832, 100.00, NULL),
(3, 'DEPENDENT SUBQUERY', 'courses_classes_lessons_consumers', NULL, 'ref', 'PRIMARY,courses_classes_lessons_consumers_lesson_id_index', 'courses_classes_lessons_consumers_lesson_id_index', '4', 'api.courses_classes_lessons.id', 3, 100.00, 'Using index'),
(2, 'DEPENDENT SUBQUERY', 'courses_classes', NULL, 'eq_ref', 'PRIMARY,courses_classes_id_parent_id_index', 'PRIMARY', '4', 'api.courses_classes_lessons.class_id', 1, 100.00, NULL);
表格结构
课程
CREATE TABLE `courses_classes_lessons` (
`id` int(10) unsigned NOT NULL AUTO_INCREMENT,
`franchisee_id` int(10) unsigned NOT NULL,
`class_id` int(10) unsigned NOT NULL,
`instructor_id` int(10) unsigned NOT NULL,
`instructor_rate` int(10) unsigned NOT NULL DEFAULT '0',
`instructor_total` int(10) unsigned NOT NULL DEFAULT '0',
`instructor_paid` tinyint(1) NOT NULL DEFAULT '0',
`starts_at` timestamp NULL DEFAULT NULL,
`ends_at` timestamp NULL DEFAULT NULL,
`completed_at` timestamp NULL DEFAULT NULL,
`cancelled_at` timestamp NULL DEFAULT NULL,
`cancelled_reason` varchar(255) COLLATE utf8_unicode_ci NOT NULL DEFAULT '',
`cancelled_reason_extra` varchar(255) COLLATE utf8_unicode_ci NOT NULL DEFAULT '',
`created_at` timestamp NULL DEFAULT NULL,
`updated_at` timestamp NULL DEFAULT NULL,
`deleted_at` timestamp NULL DEFAULT NULL,
PRIMARY KEY (`id`),
KEY `courses_classes_lessons_franchisee_id_foreign` (`franchisee_id`),
KEY `courses_classes_lessons_class_id_foreign` (`class_id`),
KEY `courses_classes_lessons_instructor_id_foreign` (`instructor_id`),
KEY `courses_classes_lessons_starts_at_ends_at_index` (`starts_at`,`ends_at`),
KEY `courses_classes_lessons_completed_at_index` (`completed_at`),
KEY `courses_classes_lessons_cancelled_at_index` (`cancelled_at`),
KEY `courses_classes_lessons_class_id_deleted_at_index` (`class_id`,`deleted_at`),
KEY `courses_classes_lessons_deleted_at_index` (`deleted_at`),
KEY `class_ownership_index` (`class_id`,`starts_at`,`cancelled_at`,`deleted_at`),
CONSTRAINT `courses_classes_lessons_class_id_foreign` FOREIGN KEY (`class_id`) REFERENCES `courses_classes` (`id`) ON DELETE CASCADE,
CONSTRAINT `courses_classes_lessons_franchisee_id_foreign` FOREIGN KEY (`franchisee_id`) REFERENCES `franchisees` (`id`) ON DELETE CASCADE,
CONSTRAINT `courses_classes_lessons_instructor_id_foreign` FOREIGN KEY (`instructor_id`) REFERENCES `instructors` (`id`) ON DELETE CASCADE
) ENGINE=InnoDB AUTO_INCREMENT=487853 DEFAULT CHARSET=utf8 COLLATE=utf8_unicode_ci
课程消费者
CREATE TABLE `courses_classes_lessons_consumers` (
`lesson_id` int(10) unsigned NOT NULL,
`consumer_id` int(10) unsigned NOT NULL,
`present` tinyint(1) DEFAULT NULL,
`plan_id` int(10) unsigned DEFAULT NULL,
`created_at` timestamp NULL DEFAULT NULL,
`updated_at` timestamp NULL DEFAULT NULL,
PRIMARY KEY (`lesson_id`,`consumer_id`),
KEY `courses_classes_lessons_consumers_consumer_id_foreign` (`consumer_id`),
KEY `courses_classes_lessons_consumers_plan_id_foreign` (`plan_id`),
KEY `courses_classes_lessons_consumers_lesson_id_index` (`lesson_id`),
KEY `courses_classes_lessons_consumers_present_index` (`present`),
CONSTRAINT `courses_classes_lessons_consumers_consumer_id_foreign` FOREIGN KEY (`consumer_id`) REFERENCES `customers_consumers` (`id`) ON DELETE CASCADE,
CONSTRAINT `courses_classes_lessons_consumers_lesson_id_foreign` FOREIGN KEY (`lesson_id`) REFERENCES `courses_classes_lessons` (`id`) ON DELETE CASCADE,
CONSTRAINT `courses_classes_lessons_consumers_plan_id_foreign` FOREIGN KEY (`plan_id`) REFERENCES `customers_plans` (`id`) ON DELETE CASCADE
) ENGINE=InnoDB DEFAULT CHARSET=utf8 COLLATE=utf8_unicode_ci
从类中它只使用max_consumers int(10) unsigned NOT NULL DEFAULT '0',
更新 1
我已将 SQL 视图更改为以下:
CREATE OR REPLACE VIEW `courses_classes_lessons_view` AS
SELECT
courses_classes_lessons.id AS lesson_id,
courses_classes.max_consumers AS class_max_consumers,
lessons_consumers.consumers_count AS consumers_count,
(
SELECT
CASE WHEN consumers_count >= class_max_consumers THEN
TRUE
ELSE
FALSE
END AS is_full) AS is_full,
(
CASE WHEN courses_classes_lessons.completed_at > NOW() THEN
'completed'
WHEN courses_classes_lessons.cancelled_at > NOW() THEN
'cancelled'
WHEN courses_classes_lessons.starts_at > NOW() THEN
'upcoming'
ELSE
'incomplete'
END) AS status,
(
SELECT
class_max_consumers - LEAST(consumers_count, class_max_consumers)) AS available_spaces
FROM
courses_classes_lessons
JOIN courses_classes ON courses_classes.id = courses_classes_lessons.class_id
JOIN (
SELECT
lesson_id,
count(*) AS consumers_count
FROM
courses_classes_lessons_consumers
GROUP BY
courses_classes_lessons_consumers.lesson_id) AS lessons_consumers ON lessons_consumers.lesson_id = courses_classes_lessons.id;
尽管 SELECT 查询本身似乎比前一个查询慢得多,但 View 似乎执行得更好。它仍然没有我希望的那么快,但它向前迈进了一步。
整体改进从 6-7s 跃升到 800ms 左右,这里的目标是在 500μs-1ms 范围内。有什么建议可以改进我的 SQL 视图吗?
更新 2
好的,我找到了瓶颈!再次 - 它有点类似于最后一个(SELECT 查询对单行运行很快,但 SQL VIEW 每次都尝试一次访问整个表。
我的新课 SQL VIEW:
CREATE OR REPLACE VIEW `courses_classes_lessons_view` AS
SELECT
courses_classes_lessons.id AS lesson_id,
courses_classes.max_consumers AS class_max_consumers,
IFNULL(lessons_consumers.consumers_count,0) AS consumers_count,
(
SELECT
CASE WHEN consumers_count >= class_max_consumers THEN
TRUE
ELSE
FALSE
END AS is_full) AS is_full,
(
CASE WHEN courses_classes_lessons.completed_at > NOW() THEN
'completed'
WHEN courses_classes_lessons.cancelled_at > NOW() THEN
'cancelled'
WHEN courses_classes_lessons.starts_at > NOW() THEN
'upcoming'
ELSE
'incomplete'
END) AS status,
(
SELECT
IFNULL(class_max_consumers, 0) - LEAST(IFNULL(consumers_count,0), class_max_consumers)) AS available_spaces
FROM
courses_classes_lessons
JOIN courses_classes ON courses_classes.id = courses_classes_lessons.class_id
LEFT JOIN courses_classes_lessons_consumers_view AS lessons_consumers ON lessons_consumers.lesson_id = courses_classes_lessons.id;
另一个 SQL 视图 - 这次是针对消费者的:
CREATE OR REPLACE VIEW `courses_classes_lessons_consumers_view` AS
SELECT
lesson_id,
IFNULL(count(
consumer_id),0) AS consumers_count
FROM
courses_classes_lessons_consumers
GROUP BY
courses_classes_lessons_consumers.lesson_id;
看起来这个是麻烦制造者!消费者表在上面,这里是上面 SELECT 查询的解释:
INSERT INTO `courses_classes_lessons_consumers` (`id`, `select_type`, `table`, `partitions`, `type`, `possible_keys`, `key`, `key_len`, `ref`, `rows`, `filtered`, `Extra`)
VALUES(1, 'SIMPLE', 'courses_classes_lessons_consumers', NULL, 'index', 'PRIMARY,courses_classes_lessons_consumers_consumer_id_foreign,courses_classes_lessons_consumers_plan_id_foreign,courses_classes_lessons_consumers_lesson_id_index,courses_classes_lessons_consumers_present_index', 'courses_classes_lessons_consumers_lesson_id_index', '4', NULL, 1330649, 100.00, 'Using index');
知道如何扩展这个计数吗?
【问题讨论】:
-
您需要在完整查询中使用
EXPLAIN以查看其执行情况。很可能它将视图的完整结果加载到临时表中,然后扫描您想要的行,并且不使用索引。 -
VIEWs是语法糖,而不是性能。当您简单地执行查询时,它的运行速度有多快?如果这也很慢,那么让我们专注于它。相关表格请提供SHOW CREATE TABLE。 -
@Barmar 这似乎正是我遇到的问题 - 从加载时间来看,它似乎每次都在加载它。任何方式我只能从视图表中加载一行?
select * from courses_classes_lessons_view where lesson_id = 448和select * from courses_classes_lessons_view的加载时间完全相同。 -
@RickJames 我用于创建视图的查询似乎在加载时间上与视图中的任何选择相匹配,但如果我添加到查询
where courses_classes_lessons.id = 448它将在大约 500μs 内加载,这就是我追求的时代。看起来就像@Barmar 所说的那样 - 它正在加载整个内容,然后,它正在寻找没有意义的匹配。我所追求的是将视图与表格链接起来——创建某种关系或至少一个索引。