A Row Based Parallel Gaussian Elimination Algorithm for the Connection Machine CM-2

S. Noh, Soo-Mook Moon
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引用次数: 0

Abstract

This paper presents an algorithm for the Gaussian elimination problem that reduces the length of the critical path compared to the algorithm of Lord et al. This is done by redefining the notion of a task. For all practical purposes, the issues of communication overhead and pivoting cannot be overlooked. We consider these issues for the new algorithm as well. Timing results of this algorithm as executed on the CM-2 model of the Connection Machine are presented. Another contribution of this paper is the use of logical pivoting for stable computation of the Gaussian elimination algorithm. Pivoting is essential in producing stable results. When pivoting occurs, an interchange of two rows is required. A physical interchange of the values can be avoided by providing a permutation vector in a globally accessible location. We show experimental results that substantiate the use of logical pivoting.
CM-2连接机的行并行高斯消去算法
与Lord等人的算法相比,本文提出了一种减少高斯消去问题关键路径长度的算法。这是通过重新定义任务的概念来实现的。出于所有实际目的,不能忽视通信开销和转轴的问题。我们在新算法中也考虑了这些问题。给出了该算法在CM-2型连接机上的时序结果。本文的另一个贡献是使用逻辑枢轴来稳定计算高斯消去算法。要产生稳定的结果,旋转是必不可少的。发生旋转时,需要交换两行。通过在全局可访问的位置提供置换向量,可以避免值的物理交换。我们展示了实验结果,证实了逻辑旋转的使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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