Task clustering & scheduling with duplication using recursive critical path approach (RCPA)

A. Ebaid, R. Ammar, S. Rajasekaran, T. Fergany
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引用次数: 11

Abstract

This paper address the problem of static task clustering and scheduling of a parallel program given as a Directed Acyclic Graph(DAG) with duplication. Scheduling of task graphs onto multiprocessors is known to be an NP-complete in most cases leading to solutions based on heuristics [1]. In this paper, a novel task-duplication scheduling heuristic is presented. Our approach differs from other heuristics found in literature since task clustering and scheduling are handled during the same phase. This technique omit the need of the independent clustering and scheduling phases (i.e., creating a cluster for every single task in the given DAG followed by the scheduling process) as in [2–6]. Preliminarily results shows that our algorithm outperforms PY, LWB, PLW, TCSD and LG algorithms in terms of the overall makespan, and total number of processors used.
使用递归关键路径方法(RCPA)的任务聚类和重复调度
研究了一个具有重复的有向无环图(DAG)的并行程序的静态任务聚类和调度问题。在大多数情况下,任务图在多处理器上的调度是np完全的,导致基于启发式算法[1]的解决方案。提出了一种新的任务重复调度启发式算法。我们的方法与文献中发现的其他启发式方法不同,因为任务聚类和调度在同一阶段处理。这种技术不需要独立的集群和调度阶段(即,在给定DAG中为每个任务创建集群,然后进行调度过程),如[2-6]所示。初步结果表明,我们的算法在总体makespan和使用的处理器总数方面优于PY、LWB、PLW、TCSD和LG算法。
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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