一种新的高效并行最小生成树算法

J. Vasconcellos, E. Cáceres, H. Mongelli, S. W. Song
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引用次数: 1

摘要

本文利用BSP/CGM模型,提出了一种求图的最小生成树的并行算法,并在GPGPU上实现。以往针对该问题的研究都是基于列表排序问题的求解,虽然理论上是有效的,但在实践中并没有产生很好的加速效果。在后续的工作中,我们基于计算结构strut的思想,提出了一种基于BSP/CGP模型的并行算法,在不使用列表排序的情况下获得最小生成树。它基于辅助二部图的构造,并使用整数排序。本文从几个方面对该工作进行了改进。该算法不需要计算二部图,结构构造不需要排序算法。在GPGPU上实现的实验结果验证了该算法的有效性和可扩展性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A New Efficient Parallel Algorithm for Minimum Spanning Tree
In this paper, using the BSP/CGM model, we propose a parallel algorithm and implement it on a GPGPU to obtain a minimum spanning tree of a graph. Previous works for this problem are based on the solution of the list ranking problem which, though efficient in theory, did not produce good speedups in practice. In a later work, based on the idea of computing a structure called strut, we proposed a parallel algorithm under the BSP/CGP model to obtain a minimum spanning tree without using list ranking. It is based on the construction of an auxiliary bipartite graph and uses integer sorting. In this paper, we improve that work in some aspects. The proposed algorithm does not require the computation of the bipartite graph, and the strut construction does not require the sorting algorithm. The efficiency and scalability of the proposed algorithm are verified through experimental results obtained by an implementation on GPGPU.
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