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A Comparison of Efficient Algorithms for Scheduling Parallel Data Redistribution

机译:调度并行数据重新分配的高效算法的比较

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Data redistribution in parallel is an often-addressed issue in modern computer networks. In this context, westudy the case of data redistribution over a switching network. Data from the source stations need to betransferred to the destination stations in the minimum time possible. Unfortunately the time required tocomplete the transfer is burdened by each switching and thus producing an optimal schedule is proven tobe computationally intractable. For the purposes of this paper we consider two algorithms, which havebeen proved to be very efficient in the past. To get improved results in comparison to previous approaches,we propose splitting the data in two clusters depending on the size of the data to be transferred. To provethe efficiency of our approach we ran experiments on all three algorithms, comparing the time span of theschedules produced as well as the running times to produce those schedules. The test cases we ranindicate that not only our newly proposed algorithm yields better results in terms of the schedule producedbut runs faster as well.
机译:并行数据重新分配是现代计算机网络中经常解决的问题。在这种情况下,可以研究在交换网络上进行数据重新分配的情况。来自源站的数据需要在尽可能短的时间内传输到目标站。不幸的是,完成转换所需的时间因每次切换而繁重,因此证明产生最佳时间表是计算上难以解决的。出于本文的目的,我们考虑两种算法,这些算法在过去已被证明非常有效。为了与以前的方法相比获得更好的结果,我们建议根据要传输的数据的大小将数据分为两个簇。为了证明我们的方法的效率,我们对所有三种算法进行了实验,比较了生成的时间表的时间跨度以及生成这些时间表的运行时间。我们测试的案例表明,不仅我们的新提出的算法在生成计划方面产生了更好的结果,而且运行速度也更快。

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