利用仿真方法研究MPI消息匹配成本对应用程序性能的影响

Scott Levy, Kurt B. Ferreira
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引用次数: 5

摘要

通过MPI应用程序获得高性能需要有效的消息匹配,以最小化消息处理开销以及这些开销引入应用程序通信的延迟。在本文中,我们使用一种经过验证的基于仿真的方法来检查MPI消息匹配性能与应用程序到解决方案的时间之间的关系。具体来说,我们将研究匹配所需的时间如何影响几个重要的HPC工作负载的性能。我们的分析产生了几个重要贡献:(i)当前工作负载的性能不太可能受到MPI匹配的显著影响,除非匹配队列操作变得更慢或匹配队列变得更长;(ii)除非匹配队列长度急剧增加,否则提供亚线性性能作为队列长度函数的匹配队列设计不太可能产生太多好处;(iii)我们提供指导,说明在不显著影响应用程序性能的情况下,每次匹配尝试的平均时间可能需要多长时间。本文的结果和分析为MPI消息匹配队列的设计和开发提供了有价值的指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using Simulation to Examine the Effect of MPI Message Matching Costs on Application Performance
Attaining high performance with MPI applications requires efficient message matching to minimize message processing overheads and the latency these overheads introduce into application communication. In this paper, we use a validated simulation-based approach to examine the relationship between MPI message matching performance and application time-to-solution. Specifically, we examine how the performance of several important HPC workloads is affected by the time required for matching. Our analysis yields several important contributions: (i) the performance of current workloads is unlikely to be significantly affected by MPI matching unless match queue operations get much slower or match queues get much longer; (ii) match queue designs that provide sublinear performance as a function of queue length are unlikely to yield much benefit unless match queue lengths increase dramatically; and (iii) we provide guidance on how long the mean time per match attempt may be without significantly affecting application performance. The results and analysis in this paper provide valuable guidance on the design and development of MPI message match queues.
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