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Analyzing the Robustness of Dynamic Loop Scheduling for Heterogeneous Computing Systems

机译:分析异构计算系统动态循环调度的鲁棒性

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Scheduling scientific applications in parallel on non-dedicated, heterogeneous systems, where the computing resources may differ in availability, is a challenging task, and requires efficient execution and robust scheduling methods. Dynamic loop scheduling methods provide means to achieve the desired robust performance. These methods are based on probabilistic analyses and are inherently robust. However, a methodology is required to measure the robustness of the dynamic loop scheduling methods that ensures their performance in unpredictably changing computing environments. In this paper, a methodology is proposed for performing robustness analysis of the dynamic loop scheduling techniques using a metric, formulated in earlier work, to measure their robustness in heterogeneous computing systems with uncertainties. The dynamic loop scheduling methods have been implemented in a simulation. The experimental results were used as an input to the proposed methodology, which in turn has been used to experimentally analyze the robustness of a number of dynamic loop scheduling methods on a heterogeneous system with variable availability.
机译:在计算资源可能在可用性方面不同的非专用异构系统上并行调度科学应用程序是一项艰巨的任务,需要高效执行和强大的调度方法。动态循环调度方法提供了实现所需鲁棒性能的手段。这些方法基于概率分析,并且具有固有的鲁棒性。但是,需要一种方法来测量动态循环调度方法的鲁棒性,以确保其在不可预测的变化计算环境中的性能。在本文中,提出了一种方法,该方法用于使用早期工作中制定的指标对动态循环调度技术进行鲁棒性分析,以测量具有不确定性的异构计算系统中的鲁棒性。动态循环调度方法已在仿真中实现。实验结果被用作所提出方法的输入,该方法又被用来对可变可用性的异构系统上的许多动态循环调度方法的鲁棒性进行实验分析。

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