A Dynamic Load Balancing Tool for One and Two Dimensional Parallel Loops

R. Cariño, I. Banicescu
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引用次数: 7

Abstract

This paper describes a dynamic load balancing tool intended for computational investigators who have little familiarity with programming for a message-passing environment. Motivated by the PAR DOALL directive available in some compilers for shared-memory systems, the tool is designed to simplify the manual conversion of sequential programs containing computationally intensive loops with independent iterates into parallel programs that execute with high efficiency on general-purpose clusters. The tool implements a dynamic loop scheduling strategy to address load imbalance which may be induced by the non-uniformity of loop iterate times, and by the heterogeneity of processors. The tool is based on the message passing interface library for wide availability. Timings of a nontrivial application that utilize the tool on a Linux cluster are presented to demonstrate sample achievable performance
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一种用于一维和二维并行环路的动态负载平衡工具
本文描述了一个动态负载平衡工具,旨在为不太熟悉消息传递环境编程的计算研究人员提供帮助。受某些共享内存系统编译器中可用的PAR DOALL指令的启发,该工具旨在简化将包含具有独立迭代的计算密集型循环的顺序程序手动转换为在通用集群上高效执行的并行程序。该工具实现了一种动态循环调度策略,以解决由循环迭代时间的不均匀性和处理器的异构性引起的负载不平衡。该工具基于消息传递接口库,具有广泛的可用性。本文给出了在Linux集群上使用该工具的一个重要应用程序的计时,以演示可实现的性能示例
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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