Experimental evaluation of thread distribution effects on multiple output errors in GPUs

P. Rech, C. Aguiar, C. Frost, L. Carro
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引用次数: 9

Abstract

Graphic Processing Units are very prone to be corrupted by neutrons. Experimental results show that in the majority of the cases a typical application like matrix multiplication is affected by multiple output errors. In this paper we evaluate how different thread distributions impact the multiple output errors occurrence. The reported results and the performed architecture analysis give practical programming advices that may increase the reliability of a generic parallel algorithm without introducing any hardware or computation overhead.
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线程分布对gpu多输出误差影响的实验评估
图形处理单元很容易被中子损坏。实验结果表明,在大多数情况下,像矩阵乘法这样的典型应用会受到多个输出误差的影响。在本文中,我们评估了不同的线程分布如何影响多个输出错误的发生。报告的结果和执行的体系结构分析给出了实用的编程建议,这些建议可以在不引入任何硬件或计算开销的情况下提高通用并行算法的可靠性。
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