Determining Fault Tolerance of XOR-Based Erasure Codes Efficiently

J. Wylie, R. Swaminathan
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引用次数: 53

Abstract

We propose a new fault tolerance metric for XOR-based erasure codes: the minimal erasures list (MEL). A minimal erasure is a set of erasures that leads to irrecoverable data loss and in which every erasure is necessary and sufficient for this to be so. The MEL is the enumeration of all minimal erasures. An XOR-based erasure code has an irregular structure that may permit it to tolerate faults at and beyond its Hamming distance. The MEL completely describes the fault tolerance of an XOR-based erasure code at and beyond its Hamming distance; it is therefore a useful metric for comparing the fault tolerance of such codes. We also propose an algorithm that efficiently determines the MEL of an erasure code. This algorithm uses the structure of the erasure code to efficiently determine the MEL. We show that, in practice, the number of minimal erasures for a given code is much less than the total number of sets of erasures that lead to data loss: in our empirical results for one corpus of codes, there were over 80 times fewer minimal erasures. We use the proposed algorithm to identify the most fault tolerant XOR-based erasure code for all possible systematic erasure codes with up to seven data symbols and up to seven parity symbols.
基于xor的纠删码容错性的有效确定
我们提出了一种新的基于xor的纠删码容错度量:最小纠删列表(MEL)。最小擦除是导致不可恢复的数据丢失的一组擦除,其中每次擦除都是必要的和充分的。MEL是所有最小擦除的枚举。基于xor的擦除码具有不规则结构,这可能允许它在汉明距离及以外容忍错误。MEL完全描述了基于xor的擦除码在汉明距离及以外的容错能力;因此,它是比较这类代码容错性的有用度量。我们还提出了一种有效确定擦除码MEL的算法。该算法利用擦除码的结构来有效地确定MEL。我们表明,在实践中,给定代码的最小擦除次数远远少于导致数据丢失的擦除集的总数:在我们对一个代码语料库的经验结果中,最小擦除次数减少了80多倍。我们使用所提出的算法来识别所有可能的系统纠删码的容错性最高的基于xor的纠删码,这些纠删码最多包含7个数据符号和7个奇偶校验符号。
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