Home Database Mysql Tutorial HBase优化案例分析:Facebook Messages系统问题与解决方案

HBase优化案例分析:Facebook Messages系统问题与解决方案

Jun 07, 2016 pm 04:34 PM
facebook hbase message optimization case analysis

HDFS设计的初衷是为了存储大文件(例如日志文件),面向批处理、顺序I/O的。然而架设在HDFS之上的HBase设计的初衷却是为了解决海量数据的随机读写的请求。把这两种设计初衷截然相反的组件怎么揉在一起的呢?这种分层的结构设计主要是为了使架构更清晰,HBase

HDFS设计的初衷是为了存储大文件(例如日志文件),面向批处理、顺序I/O的。然而架设在HDFS之上的HBase设计的初衷却是为了解决海量数据的随机读写的请求。把这两种设计初衷截然相反的组件怎么揉在一起的呢?这种分层的结构设计主要是为了使架构更清晰,HBase层和HDFS层各司其职;但是却带来了潜在的性能下降。在很多业务场景中大家使用HBase抱怨最多的两个问题就是:Java GC相关的问题和随机读写性能的问题。Facebook Messages(以下简称FM系统)系统可以说是HBase在online storage场景下的第一个案例(《Apache Hadoop Goes Realtime at Facebook》, SIGMOD 2011),最近他们在存储领域顶级会议FAST2014上发表了一篇论文《Analysis of HDFS Under HBase: A Facebook Messages Case Study》分析了他们在使用HBase中遇到的一些问题和解决方案,使用HBase做online storage的同学们可以参考下。

该论文首先讲了Facebook的分析方法包括tracing/analysis/simulation,FM系统的架构和文件与数据构成等,接下来开始分析FM系统在性能方面的一些问题,并提出了解决方案。

http://www.infoq.com/cn/articles/hbase-casestudy-facebook-messages

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