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A New Minimize Matrix Computation Coding Method for Distributed Storage Systems

机译:一种新的最小化分布式存储系统的矩阵计算编码方法

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With the number of nodes increasing in scale, the requirements of storage space enlarge sharply in distributed storage systems. Failure-tolerance schemes such as Reed–Solomon codes (RS codes in short) and Cauchy Reed–Solomon codes (CRS codes in short) are used to save storage space. However, these failure-tolerance schemes severely degrade the system performance. In this paper, we propose optimal RS codes (OptRS codes in short) based on RS codes and CRS codes that can offer better performance for encoding and decoding as well as maximizing the utilization of storage space. OptRS codes can speed up the matrix computation which is regarded as the most important factor to impact the efficiency of coding by transferring the matrix computation from the Galois field mapping to the XOR operation. OptRS codes employ an algorithm called row elimination scheme (RE scheme in short), which can eliminate the same XOR operation to minimize the number of XOR operations. We analyze optimal matrices (OM in short) in theory, which prove the optimal performance of OptRS codes over the Galois field. Our method is implemented on the top of the distributed storage system, and code parameters were carefully chosen. The test result shows that OptRS codes can improve the performance in different data block numbers, parity block numbers, block size, normal reading, and degraded reading, compared with RS codes and CRS codes.
机译:随着节点的数量,规模增加,在分布式存储系统中急剧增大存储空间的要求。诸如Reed-Solomon代码(简称RS码的RS码)和CAUCHY REED-SOLOMON码(简称CRS代码)的失败耐受方案用于节省存储空间。然而,这些失败的方案严重降低了系统性能。在本文中,我们基于RS代码和CRS代码提出了最佳的RS代码(简称OPTRS代码,可以为编码和解码提供更好的性能,以及最大化存储空间的利用率。 OPTRS代码可以加速矩阵计算,该计算被认为是通过将矩阵计算从Galois字段映射传送到XOR操作来影响编码效率的最重要因素。 OPTRS代码采用称为行消除方案的算法(简称RE方案),这可以消除相同的XOR操作以最小化XOR操作的数量。我们在理论上分析了最佳矩阵(简称OM),这证明了OPTRS代码在Galois领域的最佳性能。我们的方法在分布式存储系统的顶部实现,并且仔细选择了代码参数。测试结果表明,与RS代码和CRS代码相比,OPTRS代码可以提高不同数据块数,奇偶块数,块大小,正常读数和降级读数的性能。

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