Performance evaluation of a parallel dynamic programming algorithm for solving the matrix chain product problem

Bchira Ben Mabrouk, Hamadi Hasni, Z. Mahjoub
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引用次数: 3

Abstract

We address in this paper a particular combinatorial optimization problem (COP) namely the matrix chain product problem (MCPP). We particularly consider the parallelization of the dynamic programming algorithm (DPA) for solving the MCPP which is structured in a DO loop nest of depth 3. Our approach is based on a three-phase procedure. The first consists in transforming the DPA into a perfect loop nest (PLN). The second applies a dependency analysis within the initial PLN permitting the determination of the type of each loop (serial or parallel). As to the third phase, it applies on the initial PLN the loop interchange technique in order to increase the parallelism degree. We focus in this paper on an experimental study achieved on a parallel multicore machine that permits to validate our theoretical contribution.
求解矩阵链积问题的并行动态规划算法的性能评价
本文讨论了一个特殊的组合优化问题,即矩阵链积问题。我们特别考虑了动态规划算法(DPA)的并行化,用于求解深度为3的DO循环巢结构的MCPP。我们的方法是基于一个三阶段的过程。首先是将DPA转化为一个完美的环巢(PLN)。第二种方法在初始PLN内应用依赖性分析,允许确定每个回路的类型(串行或并行)。第三阶段在初始PLN上采用环路交换技术,提高并行度。本文重点介绍了在并行多核机器上实现的实验研究,以验证我们的理论贡献。
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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