回填调度中的邻近性和局部性

Giorgio Lucarelli, F. Mendonca, D. Trystram, Frédéric Wagner
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引用次数: 11

摘要

我们考虑了在实际批调度程序中常用的经典的先到先得/回填算法。随着HPC平台的规模和复杂性的增长,一个有趣的问题是如何通过减少通信总量来增强该算法以提高全局性能。在这个方向上,我们感兴趣的是研究连续性和局部性分配约束对批调度程序行为的影响。我们提供了一个理论分析的成本,强制邻近和局部属性。更具体地说,在比较不同设置下可行最优解时,我们表明这两个属性对可实现的make span性能没有很强的限制,我们在这里描述了关于该主题的现有结果,并使用所有约束组合来完成它们。我们还提出了一系列不同的回填分配算法,通过选择严格或软强制的局部性和连续性。我们的方法通过基于批调度程序跟踪的一系列广泛的模拟进行了验证。实验表明,与实际情况相比,我们的算法在平均上并没有增加制作跨度。有趣的是,我们观察到增强邻近性有效地提高了局部性。
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Contiguity and Locality in Backfilling Scheduling
We consider the classical First Come First Served / backfilling algorithm which is commonly used in actual batch schedulers. As HPC platforms grow in size and complexity, an interesting question is how to enhance this algorithm in order to improve global performance by reducing the overall amount of communications. In this direction, we are interested in studying the impact of contiguity and locality allocation constraints on the behavior of batch scheduler. We provide a theoretical analysis of the cost of enforcing contiguity and locality properties. More specifically, we show that both properties do not impose strong limit on achievable make span performance while comparing feasible optimal solutions under different settings, we describe here the existing results on this topic and complete them with all combinations of constraints. We also propose a range of different allocation algorithms for backfilling by choosing between a strict or a soft enforcing of locality and contiguity. Our approach is validated through an extensive series of simulations based on batch scheduler traces. Experiments show that our algorithms do not increase the make span in average when comparing to actual practices. Interestingly, we observe that enforcing contiguity efficiently improves locality.
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