使用任务复制在异构PC集群上并行执行程序

Yu-Kwong Kwok
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引用次数: 22

摘要

我们建议使用基于复制的方法来调度异构pc集群的任务。在基于重复的调度中,关键任务被冗余调度到多台机器上,以减少任务间通信操作的数量。后续任务的开始时间也减少了。任务复制过程是在系统异构的情况下指导的,因为关键任务是在更快的机器上调度或复制的。该算法已在我们的程序并行化原型工具中实现,用于在Pentium pc集群上生成可执行的MPI代码。我们使用三个应用程序进行的实验表明,PC集群的异构性是一个不可避免的特征,它确实有助于优化并行程序的执行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parallel program execution on a heterogeneous PC cluster using task duplication
We propose to use a duplication based approach in scheduling tasks for a heterogeneous cluster of PCs. In duplication based scheduling, critical tasks are redundantly scheduled to more than one machine in order to reduce the number of inter-task communication operations. The start times of the succeeding tasks are also reduced. The task duplication process is guided given the system heterogeneity in that the critical tasks are scheduled or replicated in faster machines. The algorithm has been implemented in our prototype program parallelization tool for generating MPI code executable on a cluster of Pentium PCs. Our experiments using three applications have indicated that the heterogeneity of a PC cluster, being an inevitable feature, is indeed useful for optimizing the execution of parallel programs.
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