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程序員的成長之路互聯(lián)網(wǎng)/程序員/技術(shù)/資料共享? 關(guān)注

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來自： developer.aliyun.com/article/72501

今天給大家分享幾個SQL常見的“壞毛病”及優(yōu)化技巧。
SQL語句的執(zhí)行順序：

圖片

1、LIMIT 語句

分頁查詢是最常用的場景之一，但也通常也是最容易出問題的地方。比如對于下面簡單的語句，一般 DBA 想到的辦法是在 type、 name、 create_time 字段上加組合索引。這樣條件排序都能有效的利用到索引，性能迅速提升。

SELECT?*
FROM???operation
WHERE??type?=?'SQLStats'
???????AND?name?=?'SlowLog'
ORDER??BY?create_time
LIMIT??1000,?10;

好吧，可能90%以上的 DBA 解決該問題就到此為止。但當(dāng) LIMIT 子句變成 “LIMIT 1000000,10” 時，程序員仍然會抱怨：我只取10條記錄為什么還是慢？要知道數(shù)據(jù)庫也并不知道第1000000條記錄從什么地方開始，即使有索引也需要從頭計(jì)算一次。出現(xiàn)這種性能問題，多數(shù)情形下是程序員偷懶了。在前端數(shù)據(jù)瀏覽翻頁，或者大數(shù)據(jù)分批導(dǎo)出等場景下，是可以將上一頁的最大值當(dāng)成參數(shù)作為查詢條件的。SQL 重新設(shè)計(jì)如下：

SELECT???*
FROM?????operation
WHERE????type?=?'SQLStats'
AND??????name?=?'SlowLog'
AND??????create_time?>?'2017-03-16?14:00:00'
ORDER?BY?create_time?limit?10;

在新設(shè)計(jì)下查詢時間基本固定，不會隨著數(shù)據(jù)量的增長而發(fā)生變化。

2、隱式轉(zhuǎn)換

SQL語句中查詢變量和字段定義類型不匹配是另一個常見的錯誤。比如下面的語句：

mysql>?explain?extended?SELECT?*
?????>?FROM???my_balance?b
?????>?WHERE??b.bpn?=?14000000123
?????>???????AND?b.isverified?IS?NULL?;
mysql>?show?warnings;
|?Warning?|?1739?|?Cannot?use?ref?access?on?index?'bpn'?due?to?type?or?collation?conversion?on?field?'bpn'

其中字段 bpn 的定義為?varchar(20)，MySQL 的策略是將字符串轉(zhuǎn)換為數(shù)字之后再比較。函數(shù)作用于表字段，索引失效。上述情況可能是應(yīng)用程序框架自動填入的參數(shù)，而不是程序員的原意。現(xiàn)在應(yīng)用框架很多很繁雜，使用方便的同時也小心它可能給自己挖坑。

3、關(guān)聯(lián)更新、刪除

雖然 MySQL5.6 引入了物化特性，但需要特別注意它目前僅僅針對查詢語句的優(yōu)化。對于更新或刪除需要手工重寫成 JOIN。比如下面 UPDATE 語句，MySQL 實(shí)際執(zhí)行的是循環(huán)/嵌套子查詢（DEPENDENT SUBQUERY)，其執(zhí)行時間可想而知。

UPDATE?operation?o
SET????status?=?'applying'
WHERE??o.id?IN?(SELECT?id
???FROM???(SELECT?o.id,
??????????????????o.status
???????????FROM???operation?o
???????????WHERE??o.group?=?123
??????????????????AND?o.status?NOT?IN?(?'done'?)
???????????ORDER??BY?o.parent,
?????????????????????o.id
???????????LIMIT??1)?t);

執(zhí)行計(jì)劃：

+----+--------------------+-------+-------+---------------+---------+---------+-------+------+-----------------------------------------------------+
|?id?|?select_type????????|?table?|?type??|?possible_keys?|?key?????|?key_len?|?ref???|?rows?|?Extra???????????????????????????????????????????????|
+----+--------------------+-------+-------+---------------+---------+---------+-------+------+-----------------------------------------------------+
|?1??|?PRIMARY????????????|?o?????|?index?|???????????????|?PRIMARY?|?8???????|???????|?24???|?Using?where;?Using?temporary????????????????????????|
|?2??|?DEPENDENT?SUBQUERY?|???????|???????|???????????????|?????????|?????????|???????|??????|?Impossible?WHERE?noticed?after?reading?const?tables?|
|?3??|?DERIVED????????????|?o?????|?ref???|?idx_2,idx_5???|?idx_5???|?8???????|?const?|?1????|?Using?where;?Using?filesort?????????????????????????|
+----+--------------------+-------+-------+---------------+---------+---------+-------+------+-----------------------------------------------------+

重寫為 JOIN 之后，子查詢的選擇模式從?DEPENDENT SUBQUERY?變成?DERIVED，執(zhí)行速度大大加快，從7秒降低到2毫秒。

UPDATE?operation?o
???????JOIN??(SELECT?o.id,
??????????????????????o.status
???????????????FROM???operation?o
???????????????WHERE??o.group?=?123
??????????????????????AND?o.status?NOT?IN?(?'done'?)
???????????????ORDER??BY?o.parent,
?????????????????????????o.id
???????????????LIMIT??1)?t
?????????ON?o.id?=?t.id
SET????status?=?'applying'

執(zhí)行計(jì)劃簡化為：

+----+-------------+-------+------+---------------+-------+---------+-------+------+-----------------------------------------------------+
|?id?|?select_type?|?table?|?type?|?possible_keys?|?key???|?key_len?|?ref???|?rows?|?Extra???????????????????????????????????????????????|
+----+-------------+-------+------+---------------+-------+---------+-------+------+-----------------------------------------------------+
|?1??|?PRIMARY?????|???????|??????|???????????????|???????|?????????|???????|??????|?Impossible?WHERE?noticed?after?reading?const?tables?|
|?2??|?DERIVED?????|?o?????|?ref??|?idx_2,idx_5???|?idx_5?|?8???????|?const?|?1????|?Using?where;?Using?filesort?????????????????????????|
+----+-------------+-------+------+---------------+-------+---------+-------+------+-----------------------------------------------------+

4、混合排序

MySQL 不能利用索引進(jìn)行混合排序。但在某些場景，還是有機(jī)會使用特殊方法提升性能的。

SELECT?*
FROM???my_order?o
???????INNER?JOIN?my_appraise?a?ON?a.orderid?=?o.id
ORDER??BY?a.is_reply?ASC,
??????????a.appraise_time?DESC
LIMIT??0,?20

執(zhí)行計(jì)劃顯示為全表掃描：

    +----+-------------+-------+--------+-------------+---------+---------+---------------+---------+-+
|?id?|?select_type?|?table?|?type???|?possible_keys?????|?key?????|?key_len?|?ref??????|?rows????|?Extra
+----+-------------+-------+--------+-------------+---------+---------+---------------+---------+-+
|??1?|?SIMPLE??????|?a?????|?ALL????|?idx_orderid?|?NULL????|?NULL????|?NULL????|?1967647?|?Using?filesort?|
|??1?|?SIMPLE??????|?o?????|?eq_ref?|?PRIMARY?????|?PRIMARY?|?122?????|?a.orderid?|???????1?|?NULL???????????|
+----+-------------+-------+--------+---------+---------+---------+-----------------+---------+-+

由于?is_reply?只有0和1兩種狀態(tài)，我們按照下面的方法重寫后，執(zhí)行時間從1.58秒降低到2毫秒。

SELECT?*
FROM???((SELECT?*
?????????FROM???my_order?o
????????????????INNER?JOIN?my_appraise?a
????????????????????????ON?a.orderid?=?o.id
???????????????????????????AND?is_reply?=?0
?????????ORDER??BY?appraise_time?DESC
?????????LIMIT??0,?20)
????????UNION?ALL
????????(SELECT?*
?????????FROM???my_order?o
????????????????INNER?JOIN?my_appraise?a
????????????????????????ON?a.orderid?=?o.id
???????????????????????????AND?is_reply?=?1
?????????ORDER??BY?appraise_time?DESC
?????????LIMIT??0,?20))?t
ORDER??BY??is_reply?ASC,
??????????appraisetime?DESC
LIMIT??20;

5、EXISTS語句

MySQL 對待 EXISTS 子句時，仍然采用嵌套子查詢的執(zhí)行方式。如下面的 SQL 語句：

SELECT?*
FROM???my_neighbor?n
???????LEFT?JOIN?my_neighbor_apply?sra
??????????????ON?n.id?=?sra.neighbor_id
?????????????????AND?sra.user_id?=?'xxx'
WHERE??n.topic_status?<?4
???????AND?EXISTS(SELECT?1
??????????????????FROM???message_info?m
??????????????????WHERE??n.id?=?m.neighbor_id
?????????????????????????AND?m.inuser?=?'xxx')
???????AND?n.topic_type?<>?5

執(zhí)行計(jì)劃為：

+----+--------------------+-------+------+-----+------------------------------------------+---------+-------+---------+?-----+
|?id?|?select_type????????|?table?|?type?|?possible_keys?????|?key???|?key_len?|?ref???|?rows????|?Extra???|
+----+--------------------+-------+------+?-----+------------------------------------------+---------+-------+---------+?-----+
|??1?|?PRIMARY????????????|?n?????|?ALL??|??|?NULL?????|?NULL????|?NULL??|?1086041?|?Using?where???????????????????|
|??1?|?PRIMARY????????????|?sra???|?ref??|??|?idx_user_id?|?123?????|?const?|???????1?|?Using?where??????????|
|??2?|?DEPENDENT?SUBQUERY?|?m?????|?ref??|??|?idx_message_info???|?122?????|?const?|???????1?|?Using?index?condition;?Using?where?|
+----+--------------------+-------+------+?-----+------------------------------------------+---------+-------+---------+?-----+

去掉 exists 更改為 join，能夠避免嵌套子查詢，將執(zhí)行時間從1.93秒降低為1毫秒。

SELECT?*
FROM???my_neighbor?n
???????INNER?JOIN?message_info?m
???????????????ON?n.id?=?m.neighbor_id
??????????????????AND?m.inuser?=?'xxx'
???????LEFT?JOIN?my_neighbor_apply?sra
??????????????ON?n.id?=?sra.neighbor_id
?????????????????AND?sra.user_id?=?'xxx'
WHERE??n.topic_status?<?4
???????AND?n.topic_type?<>?5

新的執(zhí)行計(jì)劃：

+----+-------------+-------+--------+?-----+------------------------------------------+---------+?-----+------+?-----+
|?id?|?select_type?|?table?|?type???|?possible_keys?????|?key???????|?key_len?|?ref???|?rows?|?Extra?????????????????|
+----+-------------+-------+--------+?-----+------------------------------------------+---------+?-----+------+?-----+
|??1?|?SIMPLE??????|?m?????|?ref????|?|?idx_message_info???|?122?????|?const????|????1?|?Using?index?condition?|
|??1?|?SIMPLE??????|?n?????|?eq_ref?|?|?PRIMARY???|?122?????|?ighbor_id?|????1?|?Using?where??????|
|??1?|?SIMPLE??????|?sra???|?ref????|?|?idx_user_id?|?123?????|?const?????|????1?|?Using?where???????????|
+----+-------------+-------+--------+?-----+------------------------------------------+---------+?-----+------+?-----+

6、條件下推

外部查詢條件不能夠下推到復(fù)雜的視圖或子查詢的情況有：

聚合子查詢；
含有 LIMIT 的子查詢；
UNION 或 UNION ALL 子查詢；
輸出字段中的子查詢；

如下面的語句，從執(zhí)行計(jì)劃可以看出其條件作用于聚合子查詢之后：

SELECT?*
FROM???(SELECT?target,
???????????????Count(*)
????????FROM???operation
????????GROUP??BY?target)?t
WHERE??target?=?'rm-xxxx'
+----+-------------+------------+-------+---------------+-------------+---------+-------+------+-------------+
|?id?|?select_type?|?table??????|?type??|?possible_keys?|?key?????????|?key_len?|?ref???|?rows?|?Extra???????|
+----+-------------+------------+-------+---------------+-------------+---------+-------+------+-------------+
|??1?|?PRIMARY?????|?<derived2>?|?ref???|?<auto_key0>???|?<auto_key0>?|?514?????|?const?|????2?|?Using?where?|
|??2?|?DERIVED?????|?operation??|?index?|?idx_4?????????|?idx_4???????|?519?????|?NULL??|???20?|?Using?index?|
+----+-------------+------------+-------+---------------+-------------+---------+-------+------+-------------+

確定從語義上查詢條件可以直接下推后，重寫如下：

SELECT?target,
???????Count(*)
FROM???operation
WHERE??target?=?'rm-xxxx'
GROUP??BY?target

執(zhí)行計(jì)劃變?yōu)椋?pre>

+----+-------------+-----------+------+---------------+-------+---------+-------+------+--------------------+
|?id?|?select_type?|?table?|?type?|?possible_keys?|?key?|?key_len?|?ref?|?rows?|?Extra?|
+----+-------------+-----------+------+---------------+-------+---------+-------+------+--------------------+
|?1?|?SIMPLE?|?operation?|?ref?|?idx_4?|?idx_4?|?514?|?const?|?1?|?Using?where;?Using?index?|
+----+-------------+-----------+------+---------------+-------+---------+-------+------+--------------------+

關(guān)于 MySQL 外部條件不能下推的詳細(xì)解釋說明請參考：

http://mysql.taobao.org/monthly/2016/07/08

7、提前縮小范圍

先上初始 SQL 語句：

SELECT?*
FROM???my_order?o
???????LEFT?JOIN?my_userinfo?u
??????????????ON?o.uid?=?u.uid
???????LEFT?JOIN?my_productinfo?p
??????????????ON?o.pid?=?p.pid
WHERE??(?o.display?=?0?)
???????AND?(?o.ostaus?=?1?)
ORDER??BY?o.selltime?DESC
LIMIT??0,?15

該SQL語句原意是：先做一系列的左連接，然后排序取前15條記錄。從執(zhí)行計(jì)劃也可以看出，最后一步估算排序記錄數(shù)為90萬，時間消耗為12秒。

+----+-------------+-------+--------+---------------+---------+---------+-----------------+--------+----------------------------------------------------+
|?id?|?select_type?|?table?|?type???|?possible_keys?|?key?????|?key_len?|?ref?????????????|?rows???|?Extra??????????????????????????????????????????????|
+----+-------------+-------+--------+---------------+---------+---------+-----------------+--------+----------------------------------------------------+
|??1?|?SIMPLE??????|?o?????|?ALL????|?NULL??????????|?NULL????|?NULL????|?NULL????????????|?909119?|?Using?where;?Using?temporary;?Using?filesort???????|
|??1?|?SIMPLE??????|?u?????|?eq_ref?|?PRIMARY???????|?PRIMARY?|?4???????|?o.uid?|??????1?|?NULL???????????????????????????????????????????????|
|??1?|?SIMPLE??????|?p?????|?ALL????|?PRIMARY???????|?NULL????|?NULL????|?NULL????????????|??????6?|?Using?where;?Using?join?buffer?(Block?Nested?Loop)?|
+----+-------------+-------+--------+---------------+---------+---------+-----------------+--------+----------------------------------------------------+

由于最后 WHERE 條件以及排序均針對最左主表，因此可以先對?my_order排序提前縮小數(shù)據(jù)量再做左連接。SQL 重寫后如下，執(zhí)行時間縮小為1毫秒左右。

SELECT?*
FROM?(
SELECT?*
FROM???my_order?o
WHERE??(?o.display?=?0?)
???????AND?(?o.ostaus?=?1?)
ORDER??BY?o.selltime?DESC
LIMIT??0,?15
)?o
?????LEFT?JOIN?my_userinfo?u
??????????????ON?o.uid?=?u.uid
?????LEFT?JOIN?my_productinfo?p
??????????????ON?o.pid?=?p.pid
ORDER?BY??o.selltime?DESC
limit?0,?15

再檢查執(zhí)行計(jì)劃：子查詢物化后（select_type=DERIVED)參與 JOIN。雖然估算行掃描仍然為90萬，但是利用了索引以及 LIMIT 子句后，實(shí)際執(zhí)行時間變得很小。

+----+-------------+------------+--------+---------------+---------+---------+-------+--------+----------------------------------------------------+
|?id?|?select_type?|?table??????|?type???|?possible_keys?|?key?????|?key_len?|?ref???|?rows???|?Extra??????????????????????????????????????????????|
+----+-------------+------------+--------+---------------+---------+---------+-------+--------+----------------------------------------------------+
|??1?|?PRIMARY?????|?<derived2>?|?ALL????|?NULL??????????|?NULL????|?NULL????|?NULL??|?????15?|?Using?temporary;?Using?filesort????????????????????|
|??1?|?PRIMARY?????|?u??????????|?eq_ref?|?PRIMARY???????|?PRIMARY?|?4???????|?o.uid?|??????1?|?NULL???????????????????????????????????????????????|
|??1?|?PRIMARY?????|?p??????????|?ALL????|?PRIMARY???????|?NULL????|?NULL????|?NULL??|??????6?|?Using?where;?Using?join?buffer?(Block?Nested?Loop)?|
|??2?|?DERIVED?????|?o??????????|?index??|?NULL??????????|?idx_1???|?5???????|?NULL??|?909112?|?Using?where????????????????????????????????????????|
+----+-------------+------------+--------+---------------+---------+---------+-------+--------+----------------------------------------------------+

8、中間結(jié)果集下推

再來看下面這個已經(jīng)初步優(yōu)化過的例子(左連接中的主表優(yōu)先作用查詢條件)：

SELECT????a.*,
??????????c.allocated
FROM??????(
??????????????SELECT???resourceid
??????????????FROM?????my_distribute?d
???????????????????WHERE????isdelete?=?0
???????????????????AND??????cusmanagercode?=?'1234567'
???????????????????ORDER?BY?salecode?limit?20)?a
LEFT?JOIN
??????????(
??????????????SELECT???resourcesid，?sum(ifnull(allocation,?0)?*?12345)?allocated
??????????????FROM?????my_resources
???????????????????GROUP?BY?resourcesid)?c
ON????????a.resourceid?=?c.resourcesid

那么該語句還存在其它問題嗎？不難看出子查詢 c 是全表聚合查詢，在表數(shù)量特別大的情況下會導(dǎo)致整個語句的性能下降。其實(shí)對于子查詢 c，左連接最后結(jié)果集只關(guān)心能和主表 resourceid 能匹配的數(shù)據(jù)。因此我們可以重寫語句如下，執(zhí)行時間從原來的2秒下降到2毫秒。

SELECT????a.*,
??????????c.allocated
FROM??????(
???????????????????SELECT???resourceid
???????????????????FROM?????my_distribute?d
???????????????????WHERE????isdelete?=?0
???????????????????AND??????cusmanagercode?=?'1234567'
???????????????????ORDER?BY?salecode?limit?20)?a
LEFT?JOIN
??????????(
???????????????????SELECT???resourcesid，?sum(ifnull(allocation,?0)?*?12345)?allocated
???????????????????FROM?????my_resources?r,
????????????????????????????(
?????????????????????????????????????SELECT???resourceid
?????????????????????????????????????FROM?????my_distribute?d
?????????????????????????????????????WHERE????isdelete?=?0
?????????????????????????????????????AND??????cusmanagercode?=?'1234567'
?????????????????????????????????????ORDER?BY?salecode?limit?20)?a
???????????????????WHERE????r.resourcesid?=?a.resourcesid
???????????????????GROUP?BY?resourcesid)?c
ON????????a.resourceid?=?c.resourcesid

但是子查詢 a 在我們的SQL語句中出現(xiàn)了多次。這種寫法不僅存在額外的開銷，還使得整個語句顯的繁雜。使用 WITH 語句再次重寫：

WITH?a?AS
(
?????????SELECT???resourceid
?????????FROM?????my_distribute?d
?????????WHERE????isdelete?=?0
?????????AND??????cusmanagercode?=?'1234567'
?????????ORDER?BY?salecode?limit?20)
SELECT????a.*,
??????????c.allocated
FROM??????a
LEFT?JOIN
??????????(
???????????????????SELECT???resourcesid，?sum(ifnull(allocation,?0)?*?12345)?allocated
???????????????????FROM?????my_resources?r,
????????????????????????????a
???????????????????WHERE????r.resourcesid?=?a.resourcesid
???????????????????GROUP?BY?resourcesid)?c
ON????????a.resourceid?=?c.resourcesid

總結(jié)

數(shù)據(jù)庫編譯器產(chǎn)生執(zhí)行計(jì)劃，決定著SQL的實(shí)際執(zhí)行方式。但是編譯器只是盡力服務(wù)，所有數(shù)據(jù)庫的編譯器都不是盡善盡美的。上述提到的多數(shù)場景，在其它數(shù)據(jù)庫中也存在性能問題。了解數(shù)據(jù)庫編譯器的特性，才能避規(guī)其短處，寫出高性能的SQL語句。程序員在設(shè)計(jì)數(shù)據(jù)模型以及編寫SQL語句時，要把算法的思想或意識帶進(jìn)來。編寫復(fù)雜SQL語句要養(yǎng)成使用 WITH 語句的習(xí)慣。簡潔且思路清晰的SQL語句也能減小數(shù)據(jù)庫的負(fù)擔(dān) 。<END>

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8種專坑同事的 SQL 寫法,性能降低100倍,不來看看?