基于瓶颈检测和执行上下文的自适应网格工作流调度

Sucha Smanchat, Suchon Sritawathon, Thavatchai Ngamsantivong
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引用次数: 1

摘要

网格工作流调度是一种提高网格工作流执行效率的机制,一直是网格工作流的研究热点。在网格中调度工作流的最常见目标是最小化执行最大跨度,并且已经提出了许多算法来解决这个问题。然而,到目前为止,大多数算法通常都是基于一个单一的原则来实现的,并根据该原则行事。只有少数算法考虑了在不同情况下表现不同的自适应调度过程。在本文中,我们提出了一种自适应网格工作流调度,该调度对瓶颈和不同执行环境的存在做出反应。通过这种自适应方法,该算法可以获得更好的总体完工时间。通过对单实例和多实例并行执行的参数扫描工作流的仿真,对该算法与现有的四种算法进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Adaptive Grid Workflow Scheduling Based on Bottleneck Detection and Execution Context
Scheduling of Grid workflows has been a prevalent research area as it is the mechanism that helps improving the efficiency of the Grid workflow execution. The most common goal of scheduling workflow in the Grid is to minimize execution makespan and many algorithms have been proposed to address this issue. However, most of the algorithms so far usually focus and are implemented based on a single principle and act according to that principle. Only few algorithms consider adaptive scheduling process that acts differently in different situations. In this paper, we propose an adaptive Grid workflow scheduling that reacts to the presence of bottlenecks and different execution context. With this adaptive approach, the proposed algorithm can achieve better overall makespan. Simulations of parameter sweep workflows with single instance and multiple instances executed in parallel are used to evaluate the algorithm against four existing algorithms.
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