多核系统中矩阵乘法故障的检测

F. Sibai
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引用次数: 1

摘要

多核系统的特点是基于不断缩小的电路几何形状的大量组件。由于系统的复杂性、大量的组件以及由于软错误引起的纳米级问题,系统可靠性成为一个问题。虽然信息冗余技术可以用于容错,但它占用了过多的内存空间,增加了内存和网络带宽。此外,在多核环境下,由于资源丰富,可以设计无硬件容错的简单核。因此,在缺乏信息冗余的情况下,软件故障检测技术成为检测错误的必要手段。在此,我们提出了2×2矩阵乘法的故障检测技术,并将其扩展到nxn矩阵乘法。这些测试可以检测暂时性和一些间歇性和永久性硬件故障。这些测试也适用于计算网格和分布式异构系统,在这些系统中,结果形成节点可以在软件中运行测试,以验证网格节点提交的子结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detecting matrix multiplication faults in many-core systems
Many-core systems are characterized by a large number of components based on ever-shrinking circuit geometries. System reliability becomes an issue because of the system complexity, the large number of components and nanoscale issues due to soft errors. While information redundancy techniques can be used for fault tolerance, they occupy too much memory space and increase the memory and network bandwidth. Moreover, in many-cores, resources are plentiful encouraging the design of simple cores without hardware fault tolerance. Thus in the absence of information redundancy, software fault detection techniques become necessary to detect errors. Herein, we present fault detection techniques for 2×2 matrix multiplication which we extend to nxn matrix multiplication. These tests can detect transient and some intermittent and permanent hardware faults. These tests are also suitable to computing grids and distributed heterogeneous systems where the result-forming node may run tests in software to validate the sub-results submitted by the grid nodes.
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