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Understanding System Characteristics of Online Erasure Coding on Scalable, Distributed and Large-Scale SSD Array Systems

机译:理解在线擦除编码的系统特性   可扩展,分布式和大规模ssD阵列系统

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摘要

Large-scale systems with arrays of solid state disks (SSDs) have becomeincreasingly common in many computing segments. To make such systems resilient,we can adopt erasure coding such as Reed-Solomon (RS) code as an alternative toreplication because erasure coding can offer a significantly lower storage costthan replication. To understand the impact of using erasure coding on systemperformance and other system aspects such as CPU utilization and networktraffic, we build a storage cluster consisting of approximately one hundredprocessor cores with more than fifty high-performance SSDs, and evaluate thecluster with a popular open-source distributed parallel file system, Ceph. Thenwe analyze behaviors of systems adopting erasure coding from the following fiveviewpoints, compared with those of systems using replication: (1) storagesystem I/O performance; (2) computing and software overheads; (3) I/Oamplification; (4) network traffic among storage nodes; (5) the impact ofphysical data layout on performance of RS-coded SSD arrays. For all theseanalyses, we examine two representative RS configurations, which are used byGoogle and Facebook file systems, and compare them with triple replication thata typical parallel file system employs as a default fault tolerance mechanism.Lastly, we collect 54 block-level traces from the cluster and make themavailable for other researchers.
机译:具有固态磁盘阵列(SSD)的大规模系统在许多计算领域中已越来越普遍。为了使这样的系统具有弹性,我们可以采用诸如Reed-Solomon(RS)码之类的擦除编码来代替复制,因为擦除编码可以提供比复制低得多的存储成本。为了了解使用纠删码对系统性能和其他系统方面(如CPU利用率和网络流量)的影响,我们构建了一个存储集群,该集群由大约一百个处理器内核和五十多个高性能SSD组成,并使用流行的开源代码评估了集群分布式并行文件系统Ceph。然后,从以下五个角度分析了采用擦除编码的系统的行为,并与使用复制的系统进行了比较:(1)存储系统的I / O性能; (2)计算和软件开销; (3)I / O放大; (4)存储节点之间的网络流量; (5)物理数据布局对RS编码SSD阵列性能的影响。对于所有这些分析,我们检查了Google和Facebook文件系统使用的两个代表性RS配置,并将它们与典型并行文件系统用作默认容错机制的三重复制进行了比较。最后,我们从Windows上收集了54个块级跟踪集群并使其可供其他研究人员使用。

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