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Performance-based dynamic loop scheduling in heterogeneous computing environments

机译:异构计算环境中基于性能的动态循环调度

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With the rapid advance of computing technologies, it becomes more and more common to construct high-performance computing environments with heterogeneous commodity computers. Previous loop scheduling schemes were not designed for this kind of environments. Therefore, better loop scheduling schemes are needed to further increase the performance of the emerging heterogeneous PC cluster environments. In this paper, we propose a new heuristic for the performance-based approach to partition loop iterations according to the performance weighting of cluster/grid nodes. In particular, a new parameter is proposed to consider HPCC benchmark results as part of performance estimation. A heterogeneous cluster and grid were built to verify the proposed approach, and three kinds of application program were implemented for execution on cluster testbed. Experimental results show that the proposed approach performs better than the previous schemes on heterogeneous computing environments.
机译:随着计算技术的飞速发展,用异构商用计算机构建高性能计算环境变得越来越普遍。以前的循环调度方案不是为这种环境设计的。因此,需要更好的循环调度方案来进一步提高新兴的异构PC集群环境的性能。在本文中,我们根据集群/网格节点的性能权重,为基于性能的分区循环迭代方法提出了一种新的启发式方法。特别是,提出了一个新参数来考虑HPCC基准测试结果作为性能评估的一部分。构建了异构集群和网格以验证所提出的方法,并实现了三种应用程序以在集群测试平台上执行。实验结果表明,该方法在异构计算环境下的性能优于以前的方案。

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