Improving parallel job scheduling by combining gang scheduling and backfilling techniques

Yanyong Zhang, A. Sivasubramaniam, H. Franke, J. Moreira
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引用次数: 103

Abstract

Two different approaches have been commonly used to address problems associated with space sharing scheduling strategies: (a) augmenting space sharing with backfilling, which performs out of order job scheduling; and (b) augmenting space sharing with time sharing, using a technique called coscheduling or gang scheduling. With three important experimental results-impact of priority queue order on backfilling, impact of overestimation of job execution times, and comparison of scheduling techniques-this paper presents an integrated strategy that combines backfilling with gang scheduling. Using extensive simulations based on detailed models of realistic workloads, the benefits of combining backfilling and gang scheduling are clearly demonstrated over a spectrum of performance criteria.
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结合组合调度和回填技术改进并行作业调度
两种不同的方法通常用于解决与空间共享调度策略相关的问题:(a)通过回填来增加空间共享,它执行无序作业调度;(b)使用一种称为协同调度或组调度的技术,通过共享时间来增加空间共享。基于优先队列顺序对回填作业的影响、作业执行时间高估的影响以及调度技术的比较三个重要实验结果,提出了一种将回填作业与队列调度相结合的综合策略。使用基于实际工作负载的详细模型的广泛模拟,在一系列性能标准上清楚地展示了结合回填和组调度的好处。
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