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simple-db-hw-2021's Introduction

详细笔记:https://goinggoinggoing.github.io/2023/06/20/simple-db/

基于java语言,实现一个简易事务支持的关系型数据库

  • 实现基本的遍历、连接、聚合和删除等基本操作算子,以及基于直方图的查询优化
  • 实现BufferPool缓存Page,且实现基于LRU的页面淘汰机制
  • 实现页面级的共享锁、排他锁和锁升级,实现可串行化的并发策略
  • 实现多种死锁检测算法:TimeoutWait-for GraphGlobal Orderings(wait-die)
  • 基于UNDO日志实现STEAL/NO FORCE策略,提供更灵活的缓冲区管理
  • 实现基本的WAL(Write-Ahead Logging)策略实现事务回滚与恢复

一共6个lab

  • lab1 实现基本的数据结构 tuple, page, tupleDesc, iterator等等

  • lab2 实现scan iterator

    ​ 基于scan iterator 来实现各种聚合函数,比如avg,count,sum,join等

  • lab3 join 优化

    ​ 建立一个优化模型, 按照主键,非主键,scan 表代价,直方图等进行成本估计,根据估计值来确定多表join的顺序

  • lab 4 事务以及锁

    ​ 这一章相对较难,要自己实现一个简单的读写锁,但是6.830中简化了,实现了page-level的锁,粒度比较粗,还有多种死锁的情况,test很给力,建议在写的时候一定要看清楚是哪个transaction 拿到了哪些page的哪些lock,而且这里的代码会影响到后面的lab 5、6,这里主要是按照两阶段锁协议并且no steal / force 的策略

    ​ 代码中实现基于TimeoutWait-for GraphGlobal Orderings(wait-die)死锁检测算法

  • lab 5 B+ 树索引(TODO)

    ​ 实现B+树索引,插入、删除、修改,难点在于要把B+树结构以及这三种操作逻辑要捋清楚,还有父节点,子节点;叶子兄弟节点,非叶子节点的指针问题,以及一些边界条件。

  • lab 6 实现基于 log的rollback 和 recover

    ​ lab中并没有真正存在undo log 和redo log,日志结构比较简单,只需要根据偏移处理即可,可以理解成是逻辑上的undo log 和 redo log。基于UNDO日志实现STEAL/NO FORCE策略,提供更灵活的缓冲区管理;实现基本的WAL(Write-Ahead Logging)策略实现事务回滚与恢复

TODO:lab5

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