大数据领域一些值得读的论文(不断更新

一些经典论文

可以参考这位大佬的博客,2020年下半年开始有许多paper阅读笔记
https://fuzhe1989.github.io/

1.大数据Hadoop三辆马车
MapReduce-2004:一种计算框架

https://static.googleusercontent.com/media/research.google.com/zh-CN//archive/mapreduce-osdi04.pdf

GoogleFileSystem-2003:GFS 谷歌的文件系统

https://static.googleusercontent.com/media/research.google.com/zh-CN//archive/gfs-sosp2003.pdf

BigTable-2006:数据存储

https://static.usenix.org/events/osdi06/tech/chang/chang_html/?em_x=22

2.snowflake数据仓库
1.《The Snowflake Elastic Data Warehouse》- 2016

snowflake 面向OLAP的云原生数据仓库

https://dl.acm.org/doi/pdf/10.1145/2882903.2903741

2.《Building An Elastic Query Engine on Disaggregated Storage》-2020

是snowflake第一篇(2016)的后续版本,介绍snowflake架构和实现

https://www.usenix.org/system/files/nsdi20-paper-vuppalapati.pdf

3.一些论文
1.《Impala: A Modern, Open-Source SQL Engine for Hadoop》-2015

impala论文 介绍了架构

http://cidrdb.org/cidr2015/Papers/CIDR15_Paper28.pdf

2.《Kudu: Storage for Fast Analytics on Fast Data 》-2015

impala+kudu,一个是计算引擎,一个是存储

apache kudu:一种支持高效随机读写和扫描的存储系统

https://kudu.apache.org/kudu.pdf

3.《Volcano-An Extensible and Parallel Query Evaluation System》- 1994

火山架构

https://paperhub.s3.amazonaws.com/dace52a42c07f7f8348b08dc2b186061.pdf

3.《F1: A distributed SQL database that scales》-2013

https://research.google/pubs/pub41344/

4.《TiDB: A Raft-based HTAP Database》-2020

pingCAP的数据库TiDB

https://dl.acm.org/doi/pdf/10.14778/3415478.3415535

5.《Alibaba hologres: a cloud-native service for hybrid serving/analytical processing》- 2020

hologres是 融合NoSQL写和OLAP读的系统,称为HASP(Hybrid Srerving and Analytical Processing)

https://dl.acm.org/doi/pdf/10.14778/3415478.3415550

6.《AnalyticDB: Real-time OLAP Database System at Alibaba Cloud》-2019

AnalyticDB 阿里的OLAP数据仓库,支持复杂ad-hoc查询的实时分析系统

https://dl.acm.org/doi/abs/10.14778/3352063.3352124

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