Towards a fast multi-tier storage system simulator

Cesar San-Lucas, Cristina L. Abad
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引用次数: 3

Abstract

This paper presents StorageSim, a multi-tier storage system simulator. StorageSim is a process-based discrete-event simulator developed using the SimPy simulation framework. It simulates the operation of a multi-tiered storage system; for example, a system that stores super “hot” files in non-volatile RAM, less “hot” files in solid state drives (SSDs) and “warm” and “cold” files in hard disk drives (HDDs). StorageSim comes with three data-placement policies, and can be extended to support other policies. It can replay publicly available storage traces from the Storage Networking Industry Association (SNIA) and other public sources, and can be used to evaluate data-placement policies prior to implementing them on a real system. By abstracting away many complex details, StorageSim provides a fast simulation framework that can be used to simulate large scale storage systems. Experimental results show that StorageSim is useful, can reproduce prior results from real deployments, and is fast enough to handle Big Data workloads in a timely manner.
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迈向快速多层存储系统模拟器
本文介绍了一个多层存储系统模拟器StorageSim。StorageSim是使用SimPy仿真框架开发的基于进程的离散事件模拟器。它模拟了多层存储系统的运行;例如,在非易失性RAM中存储超级“热”文件,在固态驱动器(ssd)中存储较少“热”文件,在硬盘驱动器(hdd)中存储“热”和“冷”文件的系统。StorageSim附带了三个数据放置策略,并且可以扩展以支持其他策略。它可以重播来自存储网络行业协会(SNIA)和其他公共来源的公开可用的存储轨迹,并且可以用于在实际系统上实现数据放置策略之前评估它们。通过抽象出许多复杂的细节,StorageSim提供了一个快速的模拟框架,可以用来模拟大规模的存储系统。实验结果表明,StorageSim是有用的,可以从实际部署中重现先前的结果,并且足够快,可以及时处理大数据工作负载。
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