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Low Power Job Scheduler for Supercomputers: A Rule-Based Power-Aware Scheduler

机译:超级计算机的低功耗作业调度程序:基于规则的功率感知调度程序

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Supercomputer's fast processing speed provides a great convenience to the scientists who dealing with extremely large data sets. The next generation of "exascale" supercomputers could provide accurate simulation results in the area of automobile industry, aerospace and even nuclear fusion reactors for the very first time. However, the energy cost of super-computing is "super" expensive with a total electricity bill of 9 million dollars per year. Thus, Conserving energy or increase the energy efficiency are becoming more critical. Many researchers are looking into this problem and try to conserve energy by incorporating DVFS technique into their specific methods. However, this approach is limited especially when the workload is high. In this paper, we developed a power-aware job scheduler by applying rule based control method as well as real power and speedup profiles to improve power efficiency while maintain the power constraints. The intensive simulation results shown that our proposed method is able to achieve the maximum utilization of computing resources, in the meantime, keep the energy cost under the threshold. Moreover, by introducing a Power Performance Factor (PPF) based on the real power and speedup profiles, we are able to increase the power efficiency up to 75%.
机译:超级计算机的快速加工速度为处理极大的数据集的科学家提供了极大的便利。下一代“ExaScale”超级计算机首次在汽车工业,航空航天甚至核聚变反应堆中提供准确的仿真结果。然而,超级计算的能源成本是“超级”昂贵,每年总电费为900万美元。因此,节约能量或增加能量效率变得越来越重要。许多研究人员正在研究这个问题,并尝试通过将DVFS技术融入其特定方法来节省能量。然而,当工作量高时,这种方法是有限的。在本文中,我们通过应用基于规则的控制方法以及实际功率和加速配置文件来开发了一个功率感知作业调度程序,以提高功率效率,同时维持功率约束。密集的仿真结果表明,我们所提出的方法能够实现计算资源的最大利用率,同时,保持阈值下的能量成本。此外,通过基于实际功率和加速配置文件引入功率性能因子(PPF),我们能够将功率效率提高至75%。

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