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Cost Analysis of Redundancy Schemes for Distributed Storage Systems

机译:分布式存储系统冗余方案的成本分析

摘要

Distributed storage infrastructures require the use of data redundancy toachieve high data reliability. Unfortunately, the use of redundancy introducesstorage and communication overheads, which can either reduce the overallstorage capacity of the system or increase its costs. To mitigate the storageand communication overhead, different redundancy schemes have been proposed.However, due to the great variety of underlaying storage infrastructures andthe different application needs, optimizing these redundancy schemes for eachstorage infrastructure is cumbersome. The lack of rules to determine theoptimal level of redundancy for each storage configuration leads developers inindustry to often choose simpler redundancy schemes, which are usually not theoptimal ones. In this paper we analyze the cost of different redundancy schemesand derive a set of rules to determine which redundancy scheme minimizes thestorage and the communication costs for a given system configuration.Additionally, we use simulation to show that theoretically-optimal schemes maynot be viable in a realistic setting where nodes can go off-line and repairsmay be delayed. In these cases, we identify which are the trade-offs betweenthe storage and communication overheads of the redundancy scheme and its datareliability.
机译:分布式存储基础架构要求使用数据冗余以实现高数据可靠性。不幸的是,冗余的使用引入了存储和通信开销,这可能会降低系统的整体存储容量或增加其成本。为了减轻存储和通信开销,已经提出了不同的冗余方案。但是,由于底层存储基础设施的多样性和不同的应用需求,针对每个存储基础设施优化这些冗余方案是繁琐的。缺乏确定每种存储配置的最佳冗余级别的规则,导致开发人员通常会选择较简单的冗余方案,而这些方案通常不是最佳方案。在本文中,我们分析了不同冗余方案的成本,并得出了一套规则,以确定哪种冗余方案可以最大程度地减少给定系统配置的存储和通信成本。此外,我们还通过仿真表明,理论上最优的方案可能无法在一个冗余系统中实现。节点可能脱机并且维修可能会延迟的实际设置。在这些情况下,我们确定冗余方案的存储和通信开销与其数据可靠性之间的权衡。

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