Parallel resolution of alternating-line processes by means of pipelining techniques

David Espadas, M. Prieto, I. Llorente, F. Tirado
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引用次数: 7

Abstract

The aim of this paper is to present an easy and efficient method to implement alternating-line processes on current parallel computers. First we show how data locality has an important impact on global efficiency, which leads us to the conclusion that one-dimensional compositions are the most convenient ones for 2D problems. Once this is asserted, a parallel algorithm is presented for the solution of the distributed tridiagonal systems along the partitioned direction. The key idea is to pipeline the simultaneous resolution of many systems of equations, not parallelising each resolution separately. This approach presents good numerical and architectural properties, in terms of memory usage and data locality, and high parallel efficiencies are obtained. For the case of alternating-line processes, the election of the optimal decomposition is studied. The experimental results have been obtained on a Cray T3E.
利用流水线技术对交替线过程进行并行解析
本文的目的是提出一种在现有并行计算机上实现交变线过程的简单而有效的方法。首先,我们展示了数据局部性如何对全局效率产生重要影响,这使我们得出一维组合对于二维问题是最方便的结论。在此基础上,提出了沿分区方向求解分布式三对角系统的并行算法。其关键思想是对许多方程组同时进行求解,而不是将每个求解分别并行化。该方法在内存使用和数据局部性方面具有良好的数值和体系结构特性,并获得了较高的并行效率。对于交替过程,研究了最优分解的选择问题。在Cray T3E上得到了实验结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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