程序師世界是廣大編程愛好者互助、分享、學習的平台,程序師世界有你更精彩!
首頁
編程語言
C語言|JAVA編程
Python編程
網頁編程
ASP編程|PHP編程
JSP編程
數據庫知識
MYSQL數據庫|SqlServer數據庫
Oracle數據庫|DB2數據庫
 程式師世界 >> 數據庫知識 >> MYSQL數據庫 >> MySQL綜合教程 >> MySQL索引優化的現實案例剖析

MySQL索引優化的現實案例剖析

編輯:MySQL綜合教程

MySQL索引優化的現實案例剖析。本站提示廣大學習愛好者:(MySQL索引優化的現實案例剖析)文章只能為提供參考,不一定能成為您想要的結果。以下是MySQL索引優化的現實案例剖析正文


Order by desc/asc limit M是我在mysql sql優化中常常碰到的一種場景,其優化道理也異常的簡略,就是應用索引的有序性,優化器沿著索引的次序掃描,在掃描到相符前提的M行數據後,停滯掃描;看起來異常的簡略,然則我常常看到許多機能較差的sql沒有益用這個優化紀律,上面將聯合一些現實的案例來剖析解釋:

案例一:

一條sql履行異常的慢,履行時光為:

root@test 02:00:44
 
SELECT * FROM test_order_desc WHERE END_TIME>now() ORDER BY GMT_CREATE DESC,count_num DESC LIMIT 12, 12;
 
+---------+-----------+------------+------+---------------------+---------------------+-------------------
Data1.....................................................................................................
 
Data2.....................................................................................................
 
+---------+-----------+------------+------+---------------------+---------------------+-------------------
12 ROWS IN SET (0.49 sec)

履行籌劃以下:

root@test_db01:53:23
 
EXPLAIN SELECT * FROM test_order_desc WHERE END_TIME > now()
 ORDER BY GMT_CREATE DESC,count_num DESC LIMIT 12, 12;
 
+----+-------------+----------+-------+-----------------+-----------------+---------+------+--------+-----
 
| id | select_type | TABLE  | TYPE | possible_keys  | KEY  | key_len | REF | ROWS  | Extra   |
 
+----+-------------+----------+-------+-----------------+-----------------+---------+------+--------+-----
 
| 1 | SIMPLE   | test_order_desc | range | ind_hot_endtime | ind_hot_endtime | 9    | NULL | 113549 | USING WHERE; USING filesort |
 
+----+-------------+----------+-------+-----------------+-----------------+---------+------+--------+-----

Ind_hot_endtime索引為:

root@test_db01:52:45:SHOW INDEX FROM test_order_desc;
 
Ind_hot_endtime(end_time,count_num)

在留意到sql中知足過濾前提end_time>now()的有113549行,在加上殘剩的前提中含有order by,如許會形成排序的成果集異常的年夜,履行異常的消耗資本;因而剖析sql,在sql中包含了order by desc limit如許的排序前提後,新增恰當的索引知足排序的前提,同時因為有limit的限制成果集,當掃描到知足前提的行數撤退退卻出查詢,那末我們來看看優化後果:

添加索引:

root@test 02:01:06:ALTER TABLE test_order_desc ADD INDEX ind_gmt_create(gmt_create,count_num);
 
Query OK, 211945 ROWS affected (6.71 sec)
 
Records: 211945 Duplicates: 0 Warnings: 0

再次履行sql,不雅察其履行時光:

root@test 02:01:35:
 
SELECT * FROM test_order_desc WHERE END_TIME > now()  ORDER BY GMT_CREATE DESC,count_num DESC LIMIT 12, 12;
 
+---------+-----------+------------+------+---------------------+---------------------+
col2...................................................................................
 
+---------+-----------+------------+------+---------------------+---------------------+
 
Data1..................................................................................
 
Data2..................................................................................
 
+---------+-----------+------------+------+---------------------+---------------------+
 
12 ROWS IN SET (0.00 sec)

可以看到履行時光曾經降到了毫秒以下,檢查其履行籌劃:

root@test 02:01:42:
 
EXPLAIN SELECT * FROM test_order_desc WHERE END_TIME > now() ORDER BY GMT_CREATE DESC,count_num DESC LIMIT 12, 12;
 
+----+-------------+----------+-------+-----------------+----------------+---------+------+------+-------------+
 
| id | select_type | TABLE  | TYPE | possible_keys  | KEY | key_len | REF | ROWS | Extra |
 
+----+-------------+----------+-------+-----------------+----------------+---------+------+------+--------
 
| 1 | SIMPLE   | test_order_desc | INDEX | ind_hot_endtime | ind_gmt_create | 14   | NULL | 48 | USING WHERE |

可以看到優化器曾經選擇了ind_gmt_create索引掃描,如許的話就防止了對成果集停止排序的進程,同時優化器預估掃描14行數據就會獲得知足查詢前提的數據(END_TIME > now()),履行籌劃異常的幻想。

 

[email protected] : test_db 16:05:15:
EXPLAIN SELECT b.*,a.*,k.*  FROM instance b LEFT OUTER JOIN image a ON b.image_id=a.image_id LEFT OUTER JOIN key_pair k ON b.key_pair_id=k.key_pair_id LEFT OUTER JOIN region_alias r_a ON r_a.region_no=b.region_no WHERE b.STATUS IN (1,8) AND  b.user_id = 21 AND r_a.big_region_no='regeion_xx' ORDER BY b.instance_no ASC LIMIT 37300,50;

案例二:

[email protected] : test_db 16:05:15:
EXPLAIN SELECT b.*,a.*,k.*  FROM instance b LEFT OUTER JOIN image a ON b.image_id=a.image_id LEFT OUTER JOIN key_pair k ON b.key_pair_id=k.key_pair_id LEFT OUTER JOIN region_alias r_a ON r_a.region_no=b.region_no WHERE b.STATUS IN (1,8) AND  b.user_id = 21 AND r_a.big_region_no='regeion_xx' ORDER BY b.instance_no ASC LIMIT 37300,50;

20155891104431.jpg (749×177)

B表的idx_uid_stat_inid的索引列包含了(user_id,status,instance_no):

20155891213308.jpg (668×123)

我們從履行籌劃上剖析來看,表的銜接次序為:b—>r_a—>a—>k,可以看到履行籌劃的第一行中須要掃描49212行的數據,同時因為status采取的是in的方法,instance_no即便在索引中也用不上,如許就招致了排序應用到了暫時表,這也是招致sql履行慢的緣由。我們看到sql中的最初一個排序為order by b.instance_no asc limit 37300,50,這裡我們似乎可以看到優化的曙光,調劑數據庫的索引以知足B表的排序需求:

[email protected] : test_db 16:05:04 ALTER TABLE instance ADD INDEX ind_user_id(user_id,instance_no);
Query OK, 0 ROWS affected (0.56 sec)

調劑索引後檢查履行籌劃:

[email protected] : test_db 16:09:42
EXPLAIN SELECT b.*,a.*,k.*  FROM instance b LEFT OUTER JOIN image a ON b.image_id=a.image_id LEFT OUTER JOIN key_pair k ON b.key_pair_id=k.key_pair_id LEFT OUTER JOIN region_alias r_a ON r_a.region_no=b.region_no WHERE b.STATUS IN (1,8) AND  b.user_id = 21 AND r_a.big_region_no='regeion_xx' ORDER BY b.instance_no ASC LIMIT 37300,50;

20155891233937.jpg (741×180)

我們加上force index強迫走我們新加的索引:

[email protected] : test_db 16:10:24
EXPLAIN SELECT b.*,a.*,k.*  FROM instance b force INDEX (ind_user_id) LEFT OUTER JOIN image a ON b.image_id=a.image_id LEFT OUTER JOIN key_pair k ON b.key_pair_id=k.key_pair_id LEFT OUTER JOIN region_alias r_a ON r_a.region_no=b.region_no WHERE b.STATUS IN (1,8) AND  b.user_id = 21 AND r_a.big_region_no='regeion_xx' ORDER BY b.instance_no ASC LIMIT 37300,50;

20155891300180.jpg (726×164)

可以看到在加上提醒符後,應用到了我們新加的索引,掃描的行數為54580行,履行時光:

[email protected] : test_db 16:10:30
SELECT b.*,a.*,k.*  FROM instance b force INDEX (ind_user_id) LEFT OUTER JOIN image a ON b.image_id=a.image_id LEFT OUTER JOIN key_pair k ON b.key_pair_id=k.key_pair_id LEFT OUTER JOIN region_alias r_a ON r_a.region_no=b.region_no WHERE b.STATUS IN (1,8) AND  b.user_id = 21 AND r_a.big_region_no='regeion_xx' ORDER BY b.instance_no ASC LIMIT 37300,50;
(0.49 sec)

原始的履行時光:

[email protected] : test_db 16:10:51:
SELECT b.*,a.*,k.*  FROM instance b  LEFT OUTER JOIN image a ON b.image_id=a.image_id LEFT OUTER JOIN key_pair k ON b.key_pair_id=k.key_pair_id LEFT OUTER JOIN region_alias r_a ON r_a.region_no=b.region_no WHERE b.STATUS IN (1,8) AND  b.user_id = 21 AND r_a.big_region_no='regeion_xx' ORDER BY b.instance_no ASC LIMIT 37300,50;
(1.28 sec)

總結:
Order by desc/asc limit的優化技巧有時刻在你沒法樹立很好索引的時刻,常常會獲得意想不到的優化後果,但有時刻有必定的局限性,優化器能夠不會依照你既定的索帶路徑掃描,優化器須要斟酌到查詢列的過濾性和limit的長度,當查詢列的選擇性異常高的時刻,應用sort的本錢是不高的,當查詢列的選擇性很低的時刻,那末應用order by +limit的技巧是很有用的。

  1. 上一頁:
  2. 下一頁:
Copyright © 程式師世界 All Rights Reserved