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集合类 ArrayList 和 LinkedList 直接用 Innodb(MySQL 5.0

程序员文章站 2022-04-15 20:11:40
比如说对于一个简单的年龄字段,严谨来说应该使用 tinyint(1字节)或者 smallint(2字节),但是你偏偏要用 int (4字节) 这就属于糟糕的字段选择,看到这里很多刚入门的同学就可能就会反驳了,这么在意空间利用是不是有点矫枉过正?包括存储已经很便宜了,还这么斤斤计较般的选择,反正最终实现的功能都是相同的,别人也看不出什么差别呀。对于这种观点其实我想反驳一下,这是典型的新手思维,你只在看到在单个字段上的空间节省,但是没有考虑过数据也是在持续增长,糟糕的设计越到后期增长成本会越高(这里就类似于 J...

比如说对于一个简单的年龄字段,严谨来说应该使用 tinyint(1字节)或者 smallint(2字节),但是你偏偏要用 int (4字节) 这就属于糟糕的字段选择,看到这里很多刚入门的同学就可能就会反驳了,这么在意空间利用是不是有点矫枉过正?包括存储已经很便宜了,还这么斤斤计较般的选择,反正最终实现的功能都是相同的,别人也看不出什么差别呀。对于这种观点其实我想反驳一下,这是典型的新手思维,你只在看到在单个字段上的空间节省,但是没有考虑过数据也是在持续增长,糟糕的设计越到后期增长成本会越高(这里就类似于 Java 的经典面试题,集合类 ArrayList 和 LinkedList 在少量数据对比时看不出时间上的差距,但是随着计算数据量的上升,消耗数据的差距也会越拉越大),等到了千万级数据量的时候,可能你设计的表和别人设计的表是相同的内容,但是你的表无端的多出几百G的存储空间,如果你的应用还是多数据中心的话,那么这种无端的空间浪费还会被拷贝几十倍到不同的数据中心,而且只要你的应用还在线上运行,那么这种增长所带来的成本还会持续上升,这里也仅仅只是说对空间的浪费,下面在分析表结构存储上,还会具体说一下糟糕的设计对于性能会有多大的影响,这对企业来说就是边际成本的递增,从技术和架构上来说就会让你的系统不具备可扩展性

数据库的使用技巧

存储引擎的注意事项

MySQL 的开放性架构设计兼容了很多不种类的存储引擎(要是你足够厉害的话,也可以自己写一套存储引擎),存储引擎的设计初衷就是应对不同类型的数据仓库,工作中有见过不管什么表都直接用 Innodb(MySQL 5.0 的默认存储引擎,虽然大多数场景是不错的选择,但不是所有类型的表结构都适用)也见过根本不知道什么是存储引擎的同学,如果这些同学来设计数据库的话,那么你的系统就很容易踩到坑,出现很多你自己的预料不到的问题,合理的存储引擎的选择是应该结合实际业务场景,从目前最主流的 MySQL 来说,最常用的存储引擎主要是 MyISAM, Innodb,当然还有很多其他的存储引擎,例如 NDB(集群存储引擎),Memory(基于内存的存储引擎),Archive(归档存储引擎),因为这些平时使用不多,并不主流,工作中也很少用得到,意义不大,所以就不展开来讲,这里主要简单将下 MyISAM,Innodb 的区别,主要有以下特点:

MyISAM

  • 无事务机制,表级锁,自带计数功能(count 全表毫秒级响应)
  • 主要面向 OLAP 型应用,适合存储报表日志等类型数据

Innodb

  • 行级别,高并发,支持事务,四种事务隔离级别(MySQL 5.0+ 默认是读已提交)
  • 主要面向 OLTP 型应用,适合存储小量的事务型数据

集合类 ArrayList 和 LinkedList 直接用 Innodb(MySQL 5.0

字段类型的注意事项

因为不了解数据库的基本原理,所以很多初级程序员在选择数据库字段类型的时候比较迷茫,主要还是没有明确指导原则,工作中我见过在只有十几条数据的基础信息表中使用 long(8字节)作为 id 主键类型,还有就像上面说的状态类型字段只有 0,1 值的字段使用 int (4字节),还见过字符类型字段统一使用 varchar(255),数值类型字段统一使用 int,这种不基于数据库原理规则去随意选择字段的行为也只会出现在你 LocalHost 里的一些小项目或者玩具,基本上不了什么大台面

据我所知,主流的数据库大多都提供非常丰富的字段类型给开发者使用,老司机都是基于业务类型的判断从而选择合适的字段类型,最终收获的是性能(时间)和存储(空间)都非常低的高性能数据库,具体数据库有哪些字段类型,文章里面就不多数了,这方面的资料简直太多了,有兴趣的小伙伴可以自己去搜索,例如这里 MySQL Data Types,那么对于新手而言如何选择字段类型呢?

简单的基本原则如下:(后面会具体将原因)

  1. 优先数字型字段(比如尽量使用 int 作为数据库主键 id 的类型而不是 varchar)
  2. 在满足需求的前提下,字段类型尽量足够的小(例如 age 字段应该考虑使用 tinyint 而不是 int 或者 long 类型)
  3. 时间字段考虑 timestamp (4字节,支持 UTC)而不是 datetime(8字节,不支持 UTC)

遵循基本规范能带来什么好处?

  1. 节省存储的开销,避免空间浪费(如果1条数据造成的空间开销n,那么随着数据增长,浪费空间的比例也就是 n * n)
  2. 最好的性能(用户体验,另一种角度的节省资源-算力)

为什么要把“选择尽可能小的字段”作为基本原则?我们可以先看下 innodb 的逻辑存储结构

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