Parallel sort-based matching for data distribution management on shared-memory multiprocessors

M. Marzolla, Gabriele D’angelo
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引用次数: 2

Abstract

In this paper we consider the problem of identifying intersections between two sets of d-dimensional axis-parallel rectangles. This is a common operation that arises in many agent-based simulation studies, and is of central importance in the context of High Level Architecture (HLA), where it is at the core of the Data Distribution Management (DDM) service. Several realizations of the DDM service have been proposed; however, many of them are either inefficient or inherently sequential. We propose a parallel version of the Sort-Based Matching algorithm for shared-memory multiprocessors. SortBased Matching is one of the most efficient serial algorithms for the DDM problem, but is quite difficult to parallelize because of data dependencies. We describe the algorithm and compute its asymptotic running time; we complete the analysis by assessing its performance and scalability through extensive experiments on two commodity multicore systems based on a dual socket Intel Xeon processor, and a single socket Intel Core i7 processor.
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基于并行排序匹配的共享内存多处理器数据分布管理
本文研究了两组d维轴平行矩形的交点识别问题。这是在许多基于代理的模拟研究中出现的一种常见操作,并且在高级体系结构(HLA)的上下文中非常重要,它是数据分布管理(DDM)服务的核心。提出了DDM服务的几种实现方法;然而,它们中的许多不是效率低下就是固有顺序的。我们提出了一个并行版本的基于排序的匹配算法,用于共享内存多处理器。基于排序的匹配是DDM问题中最有效的串行算法之一,但由于数据依赖关系,很难并行化。描述了该算法并计算了其渐近运行时间;我们通过在基于双插槽英特尔至强处理器和单插槽英特尔酷睿i7处理器的两个商用多核系统上进行广泛的实验,评估其性能和可扩展性,从而完成分析。
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