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Multiple Workflow Scheduling Strategies with User Run Time Estimates on a Grid

机译:网格上具有用户运行时间估计的多种工作流程调度策略

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In this paper, we present an experimental study of deterministic non-preemptive multiple workflow scheduling strategies on a Grid. We distinguish twenty five strategies depending on the type and amount of information they require. We analyze scheduling strategies that consist of two and four stages: labeling, adaptive allocation, prioritization, and parallel machine scheduling. We apply these strategies in the context of executing the Cybershake, Epigenomics, Genome, Inspiral, LIGO, Montage, and SIPHT workflows applications. In order to provide performance comparison, we performed a joint analysis considering three metrics. A case study is given and corresponding results indicate that well known DAG scheduling algorithms designed for single DAG and single machine settings are not well suited for Grid scheduling scenarios, where user run time estimates are available. We show that the proposed new strategies outperform other strategies in terms of approximation factor, mean critical path waiting time, and critical path slowdown. The robustness of these strategies is also discussed.
机译:在本文中,我们对网格上的确定性非抢占式多工作流调度策略进行了实验研究。我们根据所需信息的类型和数量来区分25种策略。我们分析了包括两个和四个阶段的调度策略:标记,自适应分配,优先级划分和并行机器调度。我们在执行Cyber​​shake,Epigenomics,Genome,Inspiral,LIGO,Montage和SIPHT工作流程应用程序的上下文中应用这些策略。为了提供性能比较,我们考虑了三个指标进行了联合分析。给出了一个案例研究,相应的结果表明,为单个DAG和单个机器设置设计的众所周知的DAG调度算法不适用于可提供用户运行时间估计的Grid调度方案。我们显示,在近似因子,平均关键路径等待时间和关键路径减速方面,建议的新策略优于其他策略。还讨论了这些策略的鲁棒性。

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