基于PACE的并行和分布式计算性能建模

Junwei Cao, D. Kerbyson, E. Papaefstathiou, G. Nudd
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引用次数: 46

摘要

人们正在开发各种性能模型来评估并行和分布式系统的性能。本文中描述的性能建模方法是基于PACE方法的分层框架。通过初始实现系统,该模型由性能规范语言CHIP/sup 3/S描述,可以在不牺牲预测准确性的情况下提供快速计算相关性能信息的能力。本文以一个ASCI内核应用程序Sweep3D的性能评估为例,对该方法进行了说明。在不同问题规模的不同并行和分布式架构上的验证结果表明,可以获得合理的精度(最多约12%的误差),可以轻松进行跨平台比较,并且具有快速的评估时间(通常小于25秒)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance modeling of parallel and distributed computing using PACE
There is a wide range of performance models being developed for the performance evaluation of parallel and distributed systems. A performance modelling approach described in this paper is based on a layered framework of the PACE methodology. With an initial implementation system, the model described by a performance specification language, CHIP/sup 3/S, can provide a capability for rapid calculation of relevant performance information without sacrificing accuracy of predictions. An example of the performance evaluation of an ASCI kernel application, Sweep3D, is used to illustrate the approach. The validation results on different parallel and distributed architectures with different problem sizes show a reasonable accuracy (approximately 12% error at most) can be obtained, allows cross-platform comparisons to be easily undertaken, and has a rapid evaluation time (typically less than 2s).
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