Z Codes: General Systematic Erasure Codes with Optimal Repair Bandwidth and Storage for Distributed Storage Systems

Qing Liu, D. Feng, Hong Jiang, Yuchong Hu, Tianfeng Jiao
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引用次数: 7

Abstract

Erasure codes are widely used in distributed storage systems to prevent data loss. Traditional erasure codes suffer from a typical repair-bandwidth problem in which the amount of data required to reconstruct the lost data, referred to as the repair bandwidth, is often far more than the theoretical minimum. While many novel erasure codes have been proposed in recent years to reduce the repair bandwidth, these codes either require extra storage capacity and computation overhead or are only applicable to some special cases. To address the weaknesses of the existing solutions to the repair-bandwidth problem, we propose Z Codes, a general family of codes capable of achieving the theoretical lower bound of repair bandwidth for a single data node failure. To the best of our knowledge, the Z codes are the first general systematic erasure codes that achieve optimal repair bandwidth under the minimum storage. Our in-memory performance evaluations of a 1-GB file indicate that Z codes have encoding and repairing speeds that are approximately equal to those of the Reed-Solomon (RS) codes, and their speed on the order of GB/s practically removes computation as a performance bottleneck.
Z码:分布式存储系统中具有最优修复带宽和存储的通用系统纠删码
Erasure码广泛应用于分布式存储系统中,用于防止数据丢失。传统的擦除码存在典型的修复带宽问题,即重建丢失数据所需的数据量(称为修复带宽)通常远远超过理论最小值。为了减少修复带宽,近年来提出了许多新的纠删码,但这些码要么需要额外的存储容量和计算开销,要么只适用于某些特殊情况。为了解决修复带宽问题的现有解决方案的弱点,我们提出了Z代码,这是一种能够实现单个数据节点故障的修复带宽理论下界的通用代码族。据我们所知,Z码是第一个在最小存储条件下实现最佳修复带宽的通用系统纠删码。我们对1 GB文件的内存性能评估表明,Z代码的编码和修复速度与Reed-Solomon (RS)代码的编码和修复速度大致相等,并且它们在GB/s量级的速度实际上消除了作为性能瓶颈的计算。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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