MySQL 主键范围查找问题
背景:
今天遇到一个主键范围查找的情况:
select ... from tb left join tb1 on ... where tb.id between 0 and 10000
id是主键,每次取10000。上面的这个查询id范围越往后面消耗的时间越久。通过id自增主键去查找数据应该不会出现这个现象的。以前都没有注意这个奇怪的现象,现在就好好分析下。
知识点:
索引的根节点到子节点的距离是一样的,根节点包含指向子节点的指针,存储引擎通过指针来查找数据。所以通过索引查找他们的消耗是一样的。
测试:
1:SQL结构:
explain select sql_no_cache post.id, post.root, post.boardId, post.postTime, post.subject, post.file, body.body, post.userId, post.click, post.child, post.type, post.rating, post.votes, topic.approved, topic.archived, topic.reply, user.status from j_post as post left join j_post_body as body on post.id = body.id left join j_topic as topic on post.id=topic.id left join j_user as user on user.id=post.userId where post.id between 1090000 and 1100000;
+----+-------------+-------+--------+---------------+---------+---------+------------------+-------+-------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+-------+--------+---------------+---------+---------+------------------+-------+-------------+
| 1 | SIMPLE | post | range | PRIMARY | PRIMARY | 4 | NULL | 17876 | Using where |
| 1 | SIMPLE | body | eq_ref | PRIMARY | PRIMARY | 4 | jute.post.id | 1 | |
| 1 | SIMPLE | topic | eq_ref | PRIMARY | PRIMARY | 4 | jute.post.id | 1 | |
| 1 | SIMPLE | user | eq_ref | PRIMARY | PRIMARY | 4 | jute.post.userId | 1 | |
+----+-------------+-------+--------+---------------+---------+---------+------------------+-------+-------------+
执行的状况:
1090000 and 1100000
>show profile cpu,block io for query 1;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000156 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000062 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000017 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000068 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.001326 | 0.004001 | 0.000000 | 0 | 0 |
| preparing | 0.000030 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.640303 | 0.384024 | 0.028001 | 0 | 0 |
| end | 0.000020 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000016 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000026 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
19 rows in set (0.01 sec) 21000000 and 21010000
>show profile cpu,block io for query 2;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000161 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000042 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000015 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000065 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000022 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.017431 | 0.000000 | 0.000000 | 144 | 0 |
| preparing | 0.000031 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 3.228074 | 0.696043 | 0.164010 | 45936 | 0 |
| end | 0.000020 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000018 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000052 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
19 rows in set (0.01 sec) 26000000 and 26010000
>show profile cpu,block io for query 3;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000146 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000042 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000015 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000065 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.013855 | 0.004000 | 0.000000 | 392 | 0 |
| preparing | 0.000064 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 4.075430 | 0.676042 | 0.140009 | 82288 | 0 |
| end | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000019 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000050 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
19 rows in set (0.03 sec) 6000000 and 6010000
>show profile cpu,block io for query 4;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000164 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000041 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000015 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000064 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.013467 | 0.004000 | 0.000000 | 392 | 0 |
| preparing | 0.000032 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 1.345275 | 0.476030 | 0.084005 | 19848 | 0 |
| end | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000042 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000022 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000058 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000015 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000012 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
19 rows in set (0.02 sec) 27000000 and 27010000
>show profile cpu,block io for query 5;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000144 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000041 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000016 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000065 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.011399 | 0.000000 | 0.000000 | 208 | 0 |
| preparing | 0.000032 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 3.157346 | 0.616038 | 0.176011 | 71840 | 0 |
| end | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000054 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000020 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000056 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000027 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
19 rows in set (0.02 sec)
从上面的结果可以看出越往后,消耗的时间越久。
这个和知识点里说的不一样,为什么出现这个情况?先从另一方面看:上面是连表查询,很可能出现问题的不是使用主键id的这个表。那就开始用单表看看,会是怎么样的情况。
2:SQL结构
explain select sql_no_cache post.id, post.root, post.boardId, post.postTime, post.subject, post.file, post.userId, post.click, post.child, post.type, post.rating, post.votes from jute_post as post where post.id between 1090000 and 1100000;
+----+-------------+-------+-------+---------------+---------+---------+------+-------+-------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+-------+-------+---------------+---------+---------+------+-------+-------------+
| 1 | SIMPLE | post | range | PRIMARY | PRIMARY | 4 | NULL | 17876 | Using where |
+----+-------------+-------+-------+---------------+---------+---------+------+-------+-------------+
执行状况:
1090000 and 1100000
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000164 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.174908 | 0.012001 | 0.004000 | 1720 | 0 |
| System lock | 0.000046 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000066 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000033 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.001264 | 0.004000 | 0.000000 | 0 | 0 |
| preparing | 0.000040 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.057492 | 0.052004 | 0.004000 | 16 | 0 |
| end | 0.000026 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000023 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+ 21000000 and 21010000
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000101 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000029 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000044 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.007977 | 0.000000 | 0.000000 | 32 | 0 |
| preparing | 0.000024 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.083919 | 0.068004 | 0.004001 | 288 | 0 |
| end | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000012 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+ 26000000 and 26010000
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000102 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000015 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000043 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000012 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.001315 | 0.000000 | 0.000000 | 0 | 0 |
| preparing | 0.000023 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.083872 | 0.068004 | 0.004000 | 48 | 0 |
| end | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000024 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+ 6000000 and 6010000
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000082 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000026 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000021 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000032 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.000753 | 0.000000 | 0.004000 | 0 | 0 |
| preparing | 0.000017 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.057981 | 0.036003 | 0.000000 | 40 | 0 |
| end | 0.000018 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.007655 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+ 27000000 and 27010000
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000103 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000015 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000043 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.008353 | 0.000000 | 0.004001 | 8 | 0 |
| preparing | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.071468 | 0.060004 | 0.004000 | 64 | 0 |
| end | 0.000022 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000020 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000005 | 0.000000 | 0.000000 | 0 | 0 |
| cleaning up | 0.000006 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
发现上面执行时候消耗都差不多,验证了知识点里的内容。
总结:
上面的测试数据都是在磁盘上,没有预热的,所以和BP无关。通过1和2的测试对比得知:越往后越慢的问题在于Join,多表查出来不一样的时间,应该是跟数据在磁盘分布有关。id越往后越慢主要受到了其他几张关联表的影响。对于数据在磁盘上怎么分布的,有机会得去好好的学习下。
MySQL 主键范围查找问题的更多相关文章
- Mysql主键索引、唯一索引、普通索引、全文索引、组合索引的区别
原文:Mysql主键索引.唯一索引.普通索引.全文索引.组合索引的区别 Mysql索引概念: 说说Mysql索引,看到一个很少比如:索引就好比一本书的目录,它会让你更快的找到内容,显然目录(索引)并不 ...
- PowerDesigner 15设置mysql主键自动增长及基数
PowerDesigner 15设置mysql主键自动增长及基数 1.双击标示图,打开table properties->columns, 如图点击图标Customize Columns an ...
- MySQL主键设计
[TOC] 在项目过程中遇到一个看似极为基础的问题,但是在深入思考后还是引出了不少问题,觉得有必要把这一学习过程进行记录. MySQL主键设计原则 MySQL主键应当是对用户没有意义的. MySQL主 ...
- MYSQL主键自动增加的配置及auto_increment注意事项
文章一 原文地址: http://ej38.com/showinfo/mysql-202971.html 文章二: 点击转入第二篇文章 在数据库应用,我们经常要用到唯一编号.在MySQL中可通过字 ...
- 获得自动增长的MySQL主键
下面的脚本教您如何获得自动增长的MySQL主键,如果您对MySQL主键方面感兴趣的话,不妨一看,相信对您学习MySQL主键方面会有所启迪. import java.sql.Connection; im ...
- mysql主键设置成auto_increment时,进行并发性能測试出现主键反复Duplicate entry 'xxx' for key 'PRIMARY'
mysql主键设置成auto_increment时,进行并发性能測试出现主键反复Duplicate entry 'xxx' for key 'PRIMARY' 解决方法: 在my.cnf的[mysql ...
- Mysql 主键约束PrimaryKey
Mysql 主键约束Primary Key 今天来简单的讲一下主键约束. 假如有一张学生信息表,里面记录了学生的学号 ,姓名,成绩等,那么,会不会有两个学号相同的学生,答案肯定是否定的,如果有的话也只 ...
- mysql主键问题
版权声明:本文为博主原创文章,未经博主允许不得转载. https://blog.csdn.net/qq_22314145/article/details/80824660 MySQL主键 一. MyS ...
- MySQL主键与索引的区别和联系
MySQL主键与索引的区别和联系 关系数据库依赖于主键,它是数据库物理模式的基石.主键在物理层面上只有两个用途: 惟一地标识一行. 作为一个可以被外键有效引用的对象. 索引是一种特殊的文件(Inn ...
随机推荐
- [MongoDB]入门操作
摘要 在工作中也经常使用mongodb,每次遇到新的操作都需要去查,比较麻烦,准备在博客中系统的学习一下mongodb.首先在本地安装mongodb环境,可以下载一个windows的版本. 官网地址 ...
- JAVA之Socket编程
网上对Socket的诠释很多,也很全,在这里我就不多说了,总之,现在的网络处处都在使用Socket.本帖是一个Socket的例子,用来模拟一个简单的登录系统,只有核心代码,访问数据库.输入神马的统统没 ...
- Redis安装和使用
新年伊始,万象更新.祝大家:新的一年,工作顺利,生活越来越美好. http://www.redis.cn/commands.html http://try.redis.io/ http://www.c ...
- PHP基础Mysql扩展库
mysql扩展库操作步骤如下: 1.连接数据库 2.选择数据库 3.设置操作编码 4.发送指令sql,并返回结果集 ddl:数据定义语句 dml:数据操作语句 dql:数据查询 ...
- HDOJ 4336 Card Collector
容斥原理+状压 Card Collector Time Limit: 2000/1000 MS (Java/Others) Memory Limit: 32768/32768 K (Java/O ...
- 【C语言入门教程】1.2 函数库 和 链接
程序员可以不需要从头开始设计每一个函数,完成用C语言命令所实现的函数非常罕见.因为所有的C语言编辑器都提供能完成各种常见任务函数,如printf()函数等.C语言编译器的实现者已经编写了大部分常见的通 ...
- iOS开发——高级篇——内存分析,Instruments
一.内存分析 1.静态内存分析(Analyze)不运行程序,直接对代码进行内存分析,查看代码是否有内存泄露优点:分析速度快,并且可以对所有的代码进行内存分析缺点:分析结果不一定准确(没有运行程序,根据 ...
- unity 2d 和 NGUI layer
http://blog.csdn.net/xtxy/article/details/37876825 在使用unity2d开发游戏的时候,使用了NGUI作为界面,本来二者配合得还挺好,但是一个使用场景 ...
- Android学习笔记(十一)——ListView的使用(下)
//此系列博文是<第一行Android代码>的学习笔记,如有错漏,欢迎指正! ListView 这个控件比较复杂, 就是因为它有很多的细节可以优化,下面我们在试试提高它的运行效率:一.提高 ...
- View的3种测量模式
EXACTLY:表示设置了精确的值,一般当childView设置其宽.高为精确值.match_parent时,ViewGroup会将其设置为EXACTLY: AT_MOST:表示子布局被限制在一个最大 ...