From 5fc0ea781c5c15728e8a1edf9471055ec42745dc Mon Sep 17 00:00:00 2001 From: CyC2018 <1029579233@qq.com> Date: Thu, 8 Mar 2018 15:26:36 +0800 Subject: [PATCH] auto commit --- README.md | 4 + notes/数据库系统原理.md | 351 ++++++++++++++++++ pics/292b4a35-4507-4256-84ff-c218f108ee31.jpg | Bin 0 -> 7168 bytes pics/423f2a40-bee1-488e-b460-8e76c48ee560.png | Bin 0 -> 9216 bytes pics/4995b547-5620-45af-89d7-10f35c9621a1.jpg | Bin 0 -> 19456 bytes pics/785806ed-c46b-4dca-b756-cebe7bf8ac3a.jpg | Bin 0 -> 106496 bytes pics/7ec9d619-fa60-4a2b-95aa-bf1a62aad408.jpg | Bin 0 -> 19456 bytes pics/8b798007-e0fb-420c-b981-ead215692417.jpg | Bin 0 -> 9216 bytes pics/8ef22836-8800-4765-b4b8-ade80096b323.jpg | Bin 0 -> 12288 bytes pics/b0748916-1acd-4138-b24c-69326cb452fe.jpg | Bin 0 -> 13312 bytes pics/b6a678c0-c875-4038-afba-301846620786.jpg | Bin 0 -> 44032 bytes pics/de9b9ea0-1327-4865-93e5-6f805c48bc9e.png | Bin 0 -> 17408 bytes 12 files changed, 355 insertions(+) create mode 100644 notes/数据库系统原理.md create mode 100644 pics/292b4a35-4507-4256-84ff-c218f108ee31.jpg create mode 100644 pics/423f2a40-bee1-488e-b460-8e76c48ee560.png create mode 100644 pics/4995b547-5620-45af-89d7-10f35c9621a1.jpg create mode 100644 pics/785806ed-c46b-4dca-b756-cebe7bf8ac3a.jpg create mode 100644 pics/7ec9d619-fa60-4a2b-95aa-bf1a62aad408.jpg create mode 100644 pics/8b798007-e0fb-420c-b981-ead215692417.jpg create mode 100644 pics/8ef22836-8800-4765-b4b8-ade80096b323.jpg create mode 100644 pics/b0748916-1acd-4138-b24c-69326cb452fe.jpg create mode 100644 pics/b6a678c0-c875-4038-afba-301846620786.jpg create mode 100644 pics/de9b9ea0-1327-4865-93e5-6f805c48bc9e.png diff --git a/README.md b/README.md index 049f31d1..a9e4de17 100644 --- a/README.md +++ b/README.md @@ -60,6 +60,10 @@ ## 数据库 :floppy_disk: +> [数据库系统原理](https://github.com/CyC2018/InnterviewNotes/blob/master/notes/数据库系统原理.md) + +整理自《数据库系统概论 第四版》 + > [SQL 语法](https://github.com/CyC2018/InnterviewNotes/blob/master/notes/SQL%20语法.md) 整理自《SQL 必知必会》 diff --git a/notes/数据库系统原理.md b/notes/数据库系统原理.md new file mode 100644 index 00000000..a2315270 --- /dev/null +++ b/notes/数据库系统原理.md @@ -0,0 +1,351 @@ + +* [事务四大特性](#事务四大特性) + * [原子性](#原子性) + * [一致性](#一致性) + * [隔离性](#隔离性) + * [持久性](#持久性) +* [数据不一致](#数据不一致) + * [丢失修改](#丢失修改) + * [读脏数据](#读脏数据) + * [不可重复读](#不可重复读) +* [隔离级别](#隔离级别) + * [未提交读(READ UNCOMMITTED)](#未提交读read-uncommitted) + * [提交读(READ COMMITTED)](#提交读read-committed) + * [可重复读(REPEATABLE READ)](#可重复读repeatable-read) + * [可串行化(SERIALIXABLE)](#可串行化serialixable) +* [可串行化调度](#可串行化调度) +* [封锁类型](#封锁类型) +* [封锁粒度](#封锁粒度) +* [封锁协议](#封锁协议) + * [三级封锁协议](#三级封锁协议) + * [两段锁协议](#两段锁协议) +* [乐观锁和悲观锁](#乐观锁和悲观锁) + * [悲观锁](#悲观锁) + * [乐观锁](#乐观锁) + * [MySQL 隐式和显示锁定](#mysql-隐式和显示锁定) +* [范式](#范式) + * [第一范式 (1NF)](#第一范式-1nf) + * [第二范式 (2NF)](#第二范式-2nf) + * [第三范式 (3NF)](#第三范式-3nf) + * [BC 范式(BCNF)](#bc-范式bcnf) +* [约束](#约束) + * [键码](#键码) + * [单值约束](#单值约束) + * [引用完整性约束](#引用完整性约束) + * [域约束](#域约束) + * [一般约束](#一般约束) +* [数据库的三层模式和两层映像](#数据库的三层模式和两层映像) + * [外模式](#外模式) + * [模式](#模式) + * [内模式](#内模式) + * [外模式/模式映像](#外模式模式映像) + * [模式/内模式映像](#模式内模式映像) +* [ER 图](#er-图) + * [实体的三种联系](#实体的三种联系) + * [表示出现多次的关系](#表示出现多次的关系) + * [联系的多向性](#联系的多向性) + * [表示子类](#表示子类) +* [一些概念](#一些概念) +* [参考资料](#参考资料) + + + +# 事务四大特性 + +## 原子性 + +要么都执行,要么都不执行。 + +## 一致性 + +事务执行前后都保持一致性状态。在一致性状态下,所有事务对一个数据的读取结果都是相同的。 + +## 隔离性 + +多个事务单独执行,互不影响。 + +## 持久性 + +即使系统发生故障,事务执行的结果也不能丢失。持久性通过数据库备份和恢复来保证。 + +# 数据不一致 + +## 丢失修改 + +T1 和 T2 两个事务同时对一个数据进行修改,T1 先修改,T2 随后修改,T2 的修改覆盖了 T1 的修改。 + +## 读脏数据 + +T1 做修改后写入数据库,T2 读取这个修改后的数据,但是如果 T1 撤销了这次修改,使得 T2 读取的数据是脏数据。 + +## 不可重复读 + +T1 读入某个数据,T2 对该数据做了修改,如果 T1 再读这个数据,该数据已经改变,和最开始读入的是不一样的。 + +# 隔离级别 + +数据库管理系统需要防止数据出现不一致,并且有多种级别可以实现,这些级别称为隔离级别。 + +## 未提交读(READ UNCOMMITTED) + +一个事务可以读取自己的未提交数据,也被称为脏读。 + +## 提交读(READ COMMITTED) + +一个事务可以读取自己的已提交数据,但是该数据可能过后就会被其它事务改变,因此也称为不可重复读。 + +## 可重复读(REPEATABLE READ) + +保证在同一个事务中多次读取同样的记录结果是一致的。但是会出现幻读的问题,所谓幻读,指的是某个事务在读取某个范围内的记录时,其它事务会在范围内插入数据,产生幻行。 + +## 可串行化(SERIALIXABLE) + +强制事务串行执行,避免幻行的出现。 + +# 可串行化调度 + +如果并行的事务的执行结果和某一个串行的方式执行的结果一样,那么可以认为结果是正确的。 + +# 封锁类型 + +排它锁 (X 锁 ),共享锁 (S 锁 ) + +一个事务 T 对数据对象 A 加了 X 锁,T 就可以对 A 进行读取和更新。加锁期间其它事务不能对数据对象 A 加任何其它锁; + +一个事务 T 对数据对象加了 S 锁,T 可以对 A 进行读取操作,但是不能进行更新操作。加锁期间其它事务能对数据对象 A 加 S 锁,但是不能加 X 锁。 + +# 封锁粒度 + +粒度可以是整个数据库,也可以是表,行,或者分量。 + +粒度越小,开销越大。 + +# 封锁协议 + +## 三级封锁协议 + +(1) 1 级封锁协议 + +事务 T 要修改数据 A 时必须加 X 锁,直到事务结束才释放锁。 + +可以解决丢失修改问题; + +(2) 2 级封锁协议 + +在 1 级的基础上,要求读取数据 A 时必须加 S 锁,读取完马上释放 S 锁。 + +可以解决读脏数据问题,因为如果一个事务在对数据 A 进行修改,根据 1 级封锁协议,会加 X 锁,那么就不能再加 S 锁了,也就是不会读入数据。 + +(3) 3 级封锁协议 + +在 2 级的基础上,要求读取数据 A 时必须加 S 锁,直到事务结束了才能释放 S 锁。 + +可以解决不可重复读的问题,因为读 A 时,其它事务不能对 A 加 X 锁,从而避免了在读的期间数据发生改变。 + +

+ +## 两段锁协议 + +加锁和解锁分为两个阶段进行。两段锁是并行事务可串行化的充分条件,但不是必要条件。 + +```html +lock-x(A)...lock-s(B)...lock-s(c)...unlock(A)...unlock(C)...unlock(B) +``` + +# 乐观锁和悲观锁 + +## 悲观锁 + +假定会发生并发冲突,屏蔽一切可能违反数据完整性的操作。 + +Java synchronized 就属于悲观锁的一种实现,每次线程要修改数据时都先获得锁,保证同一时刻只有一个线程能操作数据,其他线程则会被阻塞。 + +## 乐观锁 + +假设不会发生并发冲突,只在提交操作时检查是否违反数据完整性。 + +Java JUC 中的 atomic 包就是乐观锁的一种实现,AtomicInteger 通过 CAS(Compare And Set)操作实现线程安全的自增。 + +乐观锁有两种实现方式,数据版本和时间戳。它们都需要在数据库表中增加一个字段,使用这个字段来判断数据是否过期。例如,数据版本实现方式中,需要在数据库表中增加一个数字类型的 version 字段,当读取数据时,将 version 字段的值一同读出。随后数据每更新一次,对此 version 值加 1。当提交更新的时候,判断读出的 version 和数据库表中的 version 是否一致,如果一致,则予以更新;否则认为是过期数据。 + +## MySQL 隐式和显示锁定 + +MySQL InnoDB 采用的是两阶段锁协议。在事务执行过程中,随时都可以执行锁定,锁只有在执行 COMMIT 或者 ROLLBACK 的时候才会释放,并且所有的锁是在同一时刻被释放。前面描述的锁定都是隐式锁定,InnoDB 会根据事务隔离级别在需要的时候自动加锁。 + +另外,InnoDB 也支持通过特定的语句进行显示锁定,这些语句不属于 SQL 规范: + +- ELECT ... LOCK IN SHARE MODE +- SELECT ... FOR UPDATE + +# 范式 + +记 A->B 表示 A 函数决定于 B,也就是 B 函数依赖于 A。 + +如果 {A1,A2,... ,An} 是关系的一个或多个属性的集合,该集合决定了关系的其它所有属性并且是最小的,那么该集合就称为键码。 + +对于函数依赖 W->A,如果能找到 W 的真子集使得 A 依赖于这个真子集,那么就是部分依赖,否则就是完全依赖; + +以下关系中,Sno 表示学号,Cname 表示课程名,Sname 表示学生姓名,Sdept 表示学院,Mname 表示院长姓名。函数依赖为 (Sno, Cname) -> (Sname, Sdept, Mname)。注:实际开发过程中,不会出现这种表,而是每个实体都放在单独一张表中,然后实体之间的联系表用实体 id 来表示。 + +

+ +不符合范式的关系,会产生很多异常。主要有以下四种异常: + +1. 冗余数据 +2. 修改异常 +3. 删除异常 +4. 插入异常,比如如果新插入一个学生的信息,而这个学生还没选课,那么就无法插入该学生。 + +关系数据库的范式理论就是是为了解决这四种异常。 + +高级别范式的依赖基于低级别的范式。 + +## 第一范式 (1NF) + +属性不可分。 + +## 第二范式 (2NF) + +每个非主属性完全函数依赖于键码。 + +可以通过分解来满足。 + +**分解前** + +

+ +

+ +**分解后** + +

+ +

+ +

+ +

+ +

+ +

+ +

+ + +## 第三范式 (3NF) + +非主属性不传递依赖于键码。 + +上述 S1 存在传递依赖,Mname 依赖于 Sdept,而 Sdept 又依赖于 Sno,可以继续分解。 + +

+ +## BC 范式(BCNF) + +所有属性不传递依赖于键码。 + +关系模式 STC(Sname, Tname, Cname, Grade),其中四个属性分别为学生姓名、教师姓名、课程名和成绩。有以下函数依赖: + +

+ +

+ +

+ +

+ +

+ +分解成 SC(Sname, Cname, Grade) 和 ST(Sname, Tname),对于 ST,属性之间是多对多关系,无函数依赖。 + +# 约束 + +## 键码 + +用于唯一表示一个实体。键码可以由多个属性构成,每个构成键码的属性成为码。 + +## 单值约束 + +某个属性的值是唯一的。 + +## 引用完整性约束 + +一个实体的属性引用的值在另一个实体的某个属性中存在。 + +## 域约束 + +某个属性的值在特定范围之内。 + +## 一般约束 + +一般性约束,比如大小约束,数量约束。 + +# 数据库的三层模式和两层映像 + +外模式:局部逻辑结构;模式:全局逻辑结构;内模式:物理结构。 + +## 外模式 + +又称用户模式,是用户和数据库系统的接口,特定的用户只能访问数据库系统提供给他的外模式中的数据。例如不同的用户创建了不同数据库,那么一个用户只能访问他有权限访问的数据库。一个数据库可以有多个外模式,一个用户只能有一个外模式,但是一个外模式可以给多个用户使用。 + +## 模式 + +可以分为概念模式和逻辑模式,概念模式可以用概念 - 关系来描述;逻辑模式使用特定的数据模式(比如关系模型)来描述数据的逻辑结构,这种逻辑结构包括数据的组成、数据项的名称、类型、取值范围。不仅如此,逻辑模式还要描述数据之间的关系,数据的完整性与安全性要求。 + +## 内模式 + +又称为存储模式,描述记录的存储方式,例如索引的组织方式、数据是否压缩以及是否加密等等。 + +## 外模式/模式映像 + +把外模式的局部逻辑结构和模式的全局逻辑结构联系起来。该映像可以保证数据和应用程序的逻辑独立性。 + +## 模式/内模式映像 + +把模式的全局逻辑结构和内模式的物理结构联系起来,该映像可以保证数据和应用程序的物理独立性。 + +# ER 图 + +Entity-Relationship,包含三个部分:实体、属性、联系。 + +## 实体的三种联系 + +联系包含 1 对 1,1 对多,多对多三种。 + +如果 A 到 B 是 1 对多关系,那么画个带箭头的线段指向 B;如果是 1 对 1,画两个带箭头的线段;如果是多对多,画两个不带箭头的线段。 + +

+ +## 表示出现多次的关系 + +一个实体在联系出现几次,就要用几条线连接。如下表示一个课程的先修关系,先修关系中,应当出现两个 Course 实体,第一个是先修课程,后一个是后修课程,因此需要用两条线来表示这种关系。 + +

+ +## 联系的多向性 + +下图中一个联系表示三个实体的关系。虽然老师可以开设多门课,并且可以教授多名学生,但是对于特定的学生和课程,只有一个老师教授,这就构成了一个三元联系。 + +

+ +一般只使用二元联系,可以把多元关系转换为二元关系。 + +

+ +## 表示子类 + +用 is-a 联系来表示子类,具体做法是用一个三角形和两条线来连接类和子类。与子类有关的属性和联系都连到子类上,而与父类和子类都有关的连到父类上。 + +

+ +# 一些概念 + +**数据模型** 由数据结构、数据操作和完整性三个要素组成。 + +**数据库系统** 包括了数据库,数据库管理系统,应用程序以及数据库管理员和用户,还包括相关的硬件和软件。也就是说数据库系统包含所有与数据库相关的内容。 + +# 参考资料 + +- 史嘉权. 数据库系统概论[M]. 清华大学出版社有限公司, 2006. +- [MySQL 乐观锁与悲观锁 ](https://www.jianshu.com/p/f5ff017db62a) diff --git a/pics/292b4a35-4507-4256-84ff-c218f108ee31.jpg b/pics/292b4a35-4507-4256-84ff-c218f108ee31.jpg new file mode 100644 index 0000000000000000000000000000000000000000..38e0905b3ff5f470d16c362fb7d3c9fb92d4b2dc GIT binary patch literal 7168 zcmeHLXIK+kx1JE1v`B{_#Da=crAP~jsDOwViVA`PQba(Eh)6Lc6a^1OKs=x#9RxuP zy&E7j5fSMEDkM>QAW_O32+57-Yv&_+ z00MykZrlstOadnWC=buC&TYKh&L_yn$IHtnBp|>qC?X^xA}k~VDhvZg6OLWOVG)_ymPY`}Tcic5Z%w`Qzv6+WH3g z$L23w5CHl&SpP)!KX8e2aq;l-LU{##;ezl4a|tTW%eUtUzl5o+z?A^Wz1oq2QpZzr zE82GK)3IYnyWbiRl2O*B>}URh_9wFc9k8f>3)w$`{R`IwAOeMOHxDWfpn+}syf_sg zuc~Hcr_Wc}Av+e4bz)QaDkJ%zENmN+O`HHtj)w}M7F954X zYW*#gT$C&a7&yUbVT(?40O}kEh`9&4asV?JnFE0O(HtN?2WFbryv2q~QV82pXkiX8 z{T0U6OaiZA?sI@u8!6jle2gtsg@dVDuUyb~bC(vB~QkfOT1)4M$L7mS7L? 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