ECSim-2: A Performance Evaluator for Erasure Code based Storage Systems

Ojus Thomas Lee, Rajat Porwal, S. D. M. Kumar, P. Chandran
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Abstract

In today’s world, cloud storage systems built on distributed technology, are being used to store, manage and access massive amount of data in real time. The data replication based storage method is used by the storage service providers, to ensure fault tolerance although simple, results in storage overhead. With erasure code based storage systems, additional storage requirements to ensure fault tolerance can be reduced, while ensuring reliability equivalent to data replication. Several schemes of erasure coding existing today, however performance evaluation of such schemes through real distributed storage systems, is costly and time consuming. A feasible alternative solution for the problem is the use of simulators. In this research paper, we present a framework that simulates the behavior of an erasure code based storage system. This framework is implemented as an extension to CloudSim, thus making it a platform capable of performance evaluation of the erasure coding schemes. The simulator developed can measure the encoding, decoding delays, transmission delays and congestion. The simulator also has provisions for creating virtual storage nodes, fail the nodes and restore them as part of the testing of the erasure coded storage system.
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ECSim-2:基于Erasure Code存储系统的性能评估器
在当今世界,基于分布式技术的云存储系统被用于实时存储、管理和访问大量数据。存储服务提供商采用基于数据复制的存储方法,虽然简单,但保证了容错,造成了存储开销。使用基于erasure code的存储系统,可以减少额外的存储需求,以确保容错性,同时确保相当于数据复制的可靠性。目前已有几种擦除编码方案,但是通过实际的分布式存储系统对这些方案进行性能评估是昂贵且耗时的。这个问题的一个可行的替代解决方案是使用模拟器。在这篇研究论文中,我们提出了一个框架来模拟基于擦除码的存储系统的行为。该框架作为CloudSim的扩展实现,从而使其成为一个能够对擦除编码方案进行性能评估的平台。所开发的仿真器可以测量编码、解码延迟、传输延迟和拥塞。模拟器还提供了创建虚拟存储节点、故障节点和恢复节点的规定,作为擦除编码存储系统测试的一部分。
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