mysql监控以及调优
mysql 优点:
简单易用,成本低,易扩展,复制功能领先
mysql的生命周期:
Mysql服务器监听3306端口>验证访问用户>创建mysql线程>检查内存(Qcache)>解析sql>生成查询计划>打开表>检查内存(Buffer PooL)>到磁盘取数据>写入内存>返回数据给客户端>关闭表>关闭线程>关闭连接
Mysql架构:
mysql连接器:客户端
mysql服务器:连接池;查询优化器(缓存);存储引擎层(索引结构,缓存);文件系统(file,log)
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Mysql连接数:
连接数少的情况下,在大并发下,会导致等待连接释放,造成数据库连接超时或者相应时间过长
mysql 的配置文件中 max_connections = 1000 最大链接数,不写默认是100
wait_timeout = 10 超时时间
查看 当前 有多少个连接
show status like '%Threads_connected%'
show processlist
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mysql缓存
1.mysql层:查询缓存 Query Cache:存储select的完整结果,当有同样的查询,则跳过解析,优化和执行的阶段,直接返回结果,当这条缓存select语句相关的表有变化时,此缓存失效
开启可以提高性能,但是对于读写增加了开销,读的时候要先检查缓存,对于写,写入之后要更新缓存
但是一般这种开销比较小,但是也要根据业务特征权衡
win(my.ini) linux(my.cnf)
SHOW VARIABLES LIKE '%query_cache%' :
query_cache_type=on // on 开启off 关闭
query_cache_size=200M 一般建议不超过256M
query_cache_limit=1M 限制储存结果的大小,如果查出来的结果比这个大,就不会被缓存
查询quache当前使用情况:
SHOW STATUS LIKE '%Qcache%'
2.存储引擎层:InnoDB_Buffer_Pool
他缓存的是整个表中的数据,越大越好,一般设置为服务器物理内存的70%
参数:
查看 InnoDB_Buffer_Pool :
SHOW VARIABLES LIKE '%innoDB_buffer_pool%':
InnoDB_buffer_pool_size :大小
查询 InnoDB_buffer_pool 当前使用情况:
SHOW STATUS LIKE '%InnoDB_buffer_pool %'
主要关注两个参数:
InnoDB_buffer_pool_read_requests 总共查询bp的次数
InnoDB_buffer_pool_reads 从物理硬盘中获取到数据的次数
通过这两个参数我们可以知道bp的命中率
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mysql慢查询日志
可以用 mysqlslowdump 来分析慢查询日志
配置 mysql 慢查询
Linux:
在mysql配置文件my.cnf中增加:log-slow-queries=/opt/data/slowquery.log (指定日志文件存放位置,可以为空,系统会给一个缺省的文件host_name-slow.log)long_query_time=2 (记录超过的时间,默认为10s)log-queries-not-using-indexes (log下来没有使用索引的query,可以根据情况决定是否开启)
Windows:
在my.ini的[mysqld]添加如下语句:log-slow-queries = E:\web\mysql\log\mysqlslowquery.loglong_query_time = 2(其他参数如上)
set global long_query_time=1;#设置记录查询超过多长时间的sql
set global slow_query_log_file=‘/opt/data/slow_query.log’;#设置mysql慢查询日志路径,此路径需要有写权限
这种方式不用重启mysql服务。
使用这个语句可以看到当前mysql慢查询是否开启,以及mysql的慢查询日志文件在哪。
slow_query_log #是否开启慢查询
slow_query_log_file #日志的存放位置
long_query_time #超过多少秒的查询就写入日志
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Mysqldumpslow命令参数如下:
-s,是表示按照何种方式排序,c、t、l、r分别是按照记录次数、时间、查询时间、返回的记录数来排序,ac、at、al、ar,表示相应的倒叙;
-t,是top n的意思,即为返回前面多少条的数据;
-g,后边可以写一个正则匹配模式,大小写不敏感的;
mysqldumpslow -s t -t 20 -g 'select'/opt/data/slowquery_2016050921.log
得到按照时间排序的前10条里面含有左连接的查询语句。
mysqldumpslow -s t -t 10 -g 'left join'/opt/data/slowquery_2016050921.log
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" alt="" />
该命令是查看查询优化器如何决定执行查询的主要方法,这个功能有局限性,只是一个近似结果,有时它是一个很好的近似,有时可能相差甚远。但它的输出是可以获取的最准确信息,值得仔细学习。
一个简单的执行计划
mysql> explain select * from students where id in (2,3);
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" 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1.explain不会考虑触发器、存储过程或函数对查询的影响。
2.explain不会考虑缓存对查询结果的影响
3.不会考虑mysql执行查询所做的特定优化
4.是基于统计信息的估算,并非精确值。
5.mysql5.6之前只支持对select进行explain
simple 它表示简单的select,没有union和子查询.
primary 最外面的select,在有子查询的语句中,最外面的select查询就是primary
DERIVED 值表示包含在FROM字句的子查询中的SELECT,MySQL会递归执行并将结果放到一个临时表中。服务器内部称其“派生表”,因为该临时表是从子查询中派生来的
显示输出的行所引用的表名,如果是子查询的话,表名会显示derived
就是全表扫描,通常意味着MySQL必须扫描整张表,从头到尾,去找需要的行。对innodb表就是按主键顺序。
Index
联接类型与ALL相同,除了只有索引树被扫描。这通常比ALL快,因为索引文件通常比数据文件小。(也就是说虽然all和Index都是读全表,但index是从索引中读取的,而all是从硬盘中读的)。
Range
范围扫描就是一个有限制的索引扫描,它开始于索引里面的一个点,返回匹配整个值域的行。这比全索引扫描好一些,因为它用不着遍历全部索引。显而易见的是between或在where字句带有“>”或“<”的查询或者in。
Ref
非唯一性索引扫描,返回匹配某个单独值的所有行。
Eq_ref
使用这种索引查找,MySQL知道最多只返回一条符合条件的记录。这种访问方式在MySQL使用主键或唯一索引时可以看到。MySQL对于这类访问类型优化的非常好。
Const,system
当MySQL能对查询的某部分进行优化并将其转化成一个常量时,它就会使用这些类型访问。
NULL
这种访问方式意味着MySQL能在优化阶段分解查询语句,在执行阶段甚至用不着再访问表或者索引。
该列显示了MySQL在索引里使用的字节数。
显示索引的哪一列被使用了
MYSQL 认为必须检查的用来返回请求数据的行数
这一列包含的是不适合在其他列显示的额外信息。
一些比较重要的如下:
“using index”
此值表示MySQL将使用覆盖索引,以避免访问表。
“using where”
表示查询使用了where条件
“using temporary”
这意味着MySQL在对查询结果排序时会使用一个临时表。
“using filesort”
这意味着MySQL会对结果使用一个外部的索引排序,而不是按索引顺序从表里读取行。
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MySQL profile
开启 profile:
set @@profiling=1;
查看profile是否开启
select @@profiling;
1为开启,0为关闭
开启后只对当前session有效。
show profiles;可以看到当前已经被记录的sql
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" alt="" />
show profile cpu for query 1;#查看cpu消耗
show profile block io for query 1;#查看io消耗
show profile memory for query 1;#查看cpu
也可以一起写
show profile cpu ,block io for query 1
明确了优化目标之后,我们需要确定达到我们目标的方法。对于 SQL 语句来说,达到上述2个目标的方法其实只有一个,那就是改变 SQL 的执行计划,让他尽量“少走弯路”,尽量通过各种“捷径”来找到我们需要的数据,以达到 “减少 IO 次数” 和 “降低 CPU 计算” 的目标。
尽量少 join
MySQL 的优势在于简单,但这在某些方面其实也是其劣势。MySQL 优化器效率高,但是由于其统计信息的量有限,优化器工作过程出现偏差的可能性也就更多。对于复杂的多表 Join,一方面由于其优化器受限,再者在 Join 这方面所下的功夫还不够,所以性能表现离 Oracle 等关系型数据库前辈还是有一定距离。但如果是简单的单表查询,这一差距就会极小甚至在有些场景下要优于这些数据库前辈。
尽量少排序
排序操作会消耗较多的 CPU 资源,所以减少排序可以在缓存命中率高等 IO 能力足够的场景下会较大影响 SQL 的响应时间。
对于MySQL来说,减少排序有多种办法,比如:
通过利用索引来排序的方式进行优化
减少参与排序的记录条数
非必要不对数据进行排序
Select * 一般都会造成全表扫描,显示所有列,select 需要的字段即可。
尽量用 join 代替子查询
虽然 Join 性能并不佳,但是和 MySQL 的子查询比起来还是有非常大的性能优势。MySQL 的子查询执行计划一直存在较大的问题,虽然这个问题已经存在多年,但是到目前已经发布的所有稳定版本中都普遍存在,一直没有太大改善。虽然官方也在很早就承认这一问题,并且承诺尽快解决,但是至少到目前为止我们还没有看到哪一个版本较好的解决了这一问题。
尽量用 union all 代替 union:
union 和 union all 的差异主要是前者需要将两个(或者多个)结果集合并后再进行唯一性过滤操作,这就会涉及到排序,增加大量的 CPU 运算,加大资源消耗及延迟。所以当我们可以确认不可能出现重复结果集或者不在乎重复结果集的时候,尽量使用 union all 而不是 union。
禁用外键
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一个SQL只能在一个cpu上运行
高并发环境中,大SQL容易影响性能问题
可能一个大SQL把数据库搞死
拆分SQL
保持事物的短小精悍
即开即用,用完即关
无关操作踢出事务,减少资源占用
保持一致性的前提下,拆分事务
避免大批量更新
避开高峰
白天限制速度
加sleep
避免类型转换
避免取过量数据,建议使用limit
避免在SQL 语句中进行数学运算、函数计算、逻辑判断等操作
避免OR
同一字段,推荐in
不同字段,推荐union
优先优化高并发的 SQL,而不是执行频率低某些“大”SQL
从全局出发优化,而不是片面调整
尽可能对每一条运行在数据库中的SQL进行explain。
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2.使用唯一索引,考虑某列中值的分布。对于惟一值的列,索引的效果最好,而具有多个重复值的列,其索引效果最差。
3.使用短索引。如果对串列进行索引,应该指定一个前缀长度,只要有可能就应该这样做。例如,如果有一个CHAR(200) 列,如果在前10 个或20 个字符内,多数值是惟一的,那么就不要对整个列进行索引。对前10 个或20 个字符进行索引能够节省大量索引空间,也可能会使查询更快。
4.利用最左前缀。在创建一个n 列的索引时,实际是创建了MySQL可利用的n 个索引。多列索引可起几个索引的作用,因为可利用索引中最左边的列集来匹配行。这样的列集称为最左前缀。
5.不要过度索引。不要以为索引“越多越好”,什么东西都用索引是错的。每个额外的索引都要占用额外的磁盘空间,并降低写操作的性能,这一点我们前面已经介绍 过。在修改表的内容时,索引必须进行更新,有时可能需要重构,因此,索引越多,所花的时间越长。如果有一个索引很少利用或从不使用,那么会不必要地减缓表 的修改速度。此外,MySQL在生成一个执行计划时,要考虑各个索引,这也要费时间。创建多余的索引给查询优化带来了更多的工作。索引太多,也可能会使 MySQL选择不到所要使用的最好索引。只保持所需的索引有利于查询优化。如果想给已索引的表增加索引,应该考虑所要增加的索引是否是现有多列索引的最左 索引。如果是,则就不要费力去增加这个索引了,因为已经有了。
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唯一索引,数据是唯一的时候加上唯一索引,也就是唯一约束,使用唯一索引查询效率要比普通索引和多列索引速度快
单列索引(普通索引),任何列上都可添加
多列索引(组合索引),如果where字句后面有多列,或者数据有重复的,这样需要加多列索引,尽量避免对组合索引的列进行更新,因为更新数据后索引也会重新维护。
注意:修改表结构会,索引会失效,需要重构索引
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" alt="" />
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