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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:在非专用的异构系统上并行调度科学应用,其中计算资源可能在可用性方面不同,是一个具有挑战性的任务,并且需要有效的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的鲁棒性能的方法。这些方法基于概率分析,并且本质上是坚固的。然而,需要一种方法来测量动态循环调度方法的稳健性,该方法可确保其在不可预测的更改计算环境中的性能。在本文中,提出了一种方法,用于执行使用早期工作中的度量标准的动态回路调度技术对动态回路调度技术的稳健性分析,以测量其具有不确定性的异构计算系统中的鲁棒性。在模拟中已经实现了动态循环调度方法。实验结果用作所提出的方法的输入,这又用于通过可变可用性在异构系统上进行实验分析多种动态循环调度方法的鲁棒性。

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