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Reference-Counter Aware Deduplication in Erasure-Coded Distributed Storage System

机译:擦除编码分布式存储系统中的参考计数器感知重复数据删除

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In modern distributed storage systems, space efficiency and system reliability are two major concerns. As a result, contemporary storage systems often employ data deduplication and erasure coding to reduce the storage overhead and provide fault tolerance, respectively. However, little work has been done to explore the relationship between these two techniques. In this paper, we propose Reference-counter Aware Deduplication (RAD), which employs the features of deduplication into erasure coding to improve garbage collection performance when deletion occurs. RAD wisely encodes the data according to the reference counter, which is provided by the deduplication level and thus reduces the encoding overhead when garbage collection is conducted. Further, since the reference counter also represents the reliability levels of the data chunks, we additionally made some effort to explore the trade-offs between storage overhead and reliability level among different erasure codes. The experiment results show that RAD can effectively improve the GC performance by up to 24.8% and the reliability analysis shows that, with certain data features, RAD can provide both better reliability and better storage efficiency compared to the traditional Round- Robin placement.
机译:在现代分布式存储系统中,空间效率和系统可靠性是两个主要问题。结果,现代存储系统经常采用重复数据删除和擦除编码来分别减少存储开销和提供容错能力。但是,很少有工作来探索这两种技术之间的关系。在本文中,我们提出了参考计数器感知重复数据删除(RAD),该技术将重复数据删除的功能应用于擦除编码,以提高删除发生时的垃圾收集性能。 RAD根据重复数据删除级别提供的参考计数器对数据进行明智的编码,从而减少了进行垃圾收集时的编码开销。此外,由于参考计数器还代表数据块的可靠性级别,因此我们还付出了一些努力来探索不同擦除码之间存储开销和可靠性级别之间的权衡。实验结果表明,RAD可以有效地提高GC性能达24.8%,而可靠性分析表明,与传统的Round-Robin布局相比,RAD在具有某些数据特征的同时,可以提供更好的可靠性和更好的存储效率。

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