General Parallel Matrix Multiplication on the OTIS Network

Zhaoquan Cai, Wenhong Wei
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引用次数: 2

Abstract

The optical transpose interconnection system (OTIS), proposed by Marsden et al., is a hybrid optical and electronic interconnection system for large parallel computers. In this network model, Wang and Sahni in proposed the two size of NtimesN or kNtimeskN matrices multiplication algorithm, however, the algorithm of matrix multiplication about general matrix was not introduced , and the matrix multiplication proposed by them can only be applied to OTIS-Mesh, not to general OTIS architecture. So in this paper, we map matrices to OTIS network using a new mapping scheme, and propose general algorithm to multiply two vectors, a vector and a matrix, and two matrices, at last we compare our algorithm with Canonpsilas algorithm and O(N3) serial algorithm by experiments, and the result proved that our algorithm is better than them.
OTIS网络上的一般并行矩阵乘法
由Marsden等人提出的光学转置互连系统(OTIS)是一种用于大型并行计算机的光学与电子混合互连系统。在该网络模型中,Wang和Sahni分别提出了NtimesN和kNtimeskN两种大小的矩阵乘法算法,但是没有引入一般矩阵的矩阵乘法算法,他们提出的矩阵乘法只能应用于OTIS- mesh,不能应用于一般的OTIS架构。因此,本文采用一种新的映射方案将矩阵映射到OTIS网络,并提出了两个向量、一个向量与一个矩阵、两个矩阵相乘的通用算法,最后通过实验将本文算法与Canonpsilas算法和O(N3)串行算法进行了比较,结果证明本文算法优于它们。
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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