Predicting queue times on space-sharing parallel computers

A. Downey
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引用次数: 176

Abstract

We present statistical techniques for predicting the queue times experienced by jobs submitted to a space-sharing parallel machine with first-come-first-served (FCFS) scheduling. We apply these techniques to trace data from the Intel Paragon at the San Diego Supercomputer Center and the IBM SP2 at the Cornell Theory Center. We show that it is possible to predict queue times with accuracy that is acceptable for several intended applications. The coefficient of correlation between our predicted queue times and the actual queue times from simulated schedules is between 0.65 and 0.72.
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预测空间共享并行计算机的排队时间
我们提出了使用先到先服务(FCFS)调度来预测提交给空间共享并行机的作业所经历的排队时间的统计技术。我们应用这些技术来跟踪来自圣地亚哥超级计算机中心的英特尔Paragon和康奈尔理论中心的IBM SP2的数据。我们表明,对于几个预期的应用程序,预测队列时间的准确性是可以接受的。我们预测的队列时间与模拟调度的实际队列时间之间的相关系数在0.65到0.72之间。
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