处理器阵列上容错矩阵运算的一般线性代码

S. Nair, J. Abraham
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引用次数: 40

摘要

各种校验和码已被建议用于处理器阵列上的容错矩阵计算。由于潜在的舍入和溢出错误,这些代码的使用受到限制。数值误差也可能被误解为系统中物理故障引起的误差。本文提出了一组线性码,可用于矩阵加法、乘法、转置和lu分解等容错矩阵运算,且误差最小。给出了属于一般编码集的一些示例代码的编码方案。在实验的帮助下,作者得出了为给定应用程序选择特定代码的经验法则。由于编码中的总体误差也取决于编码方案的实现方法,因此他们建议使用特定的算法和特殊的硬件实现来进行校验元素的计算。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
General linear codes for fault-tolerant matrix operations on processor arrays
Various checksum codes have been suggested for fault-tolerant matrix computations on processor arrays. Use of these codes is limited due to potential roundoff and overflow errors. Numerical errors may also be misconstrued as errors due to physical faults in the system. The authors identify a set of linear codes which can be used for fault-tolerant matrix operations such as matrix addition, multiplication, transposition, and LU-decomposition, with minium numerical error. Encoding schemes are given for some of the example codes which fall under the general set of codes. With the help of experiments, the authors derive a rule of thumb for the selection of a particular code for a given application. Since the overall error in the code will also depend on the method of implementation of the coding scheme, they suggest the use of specific algorithms and special hardware realizations for the check element computation.<>
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