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Definition, modelling and simulation of a grid computing scheduling system for high throughput computing

机译:高吞吐量计算的网格计算调度系统的定义,建模和仿真

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In this paper, we study and compare grid and global computing systems and outline the benefits of having a hybrid system called DIRAC. To evaluate the DIRAC scheduling for high throughput computing, a new model is presented and a simulator was developed for many clusters of heterogeneous nodes belonging to a local network. These clusters are assumed to be connected to each other through a global network and each cluster is managed via a local scheduler which is shared by many users. We validate our simulator by comparing the experimental and analytical results of a M/M/4 queuing system. Next, we do the comparison with a real batch system and we obtain an average error of 10.5% for the response time and 12% for the makespan. We conclude that the simulator is realistic and well describes the behaviour of a large-scale system. Thus we can study the scheduling of our system called DIRAC in a high throughput context. We justify our decentralized, adaptive and opportunistic approach in comparison to a centralized approach in such a context.
机译:在本文中,我们研究和比较了网格和全局计算系统,并概述了使用称为DIRAC的混合系统的好处。为了评估用于高吞吐量计算的DIRAC调度,提出了一个新模型,并为属于本地网络的许多异构节点群集开发了模拟器。假定这些群集通过全局网络相互连接,并且每个群集通过本地调度程序进行管理,该调度程序由许多用户共享。我们通过比较M / M / 4排队系统的实验和分析结果来验证模拟器。接下来,我们使用真实的批处理系统进行比较,我们得到响应时间的平均误差为10.5%,而制造时间的平均误差为12%。我们得出结论,模拟器是现实的,并且很好地描述了大型系统的行为。因此,我们可以在高吞吐量的情况下研究称为DIRAC的系统的调度。与这种情况下的集中式方法相比,我们证明了分散,自适应和机会主义方法的合理性。

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