Early experiences with node-level power capping on the Cray XC40 platform

K. Pedretti, Stephen L. Olivier, Kurt B. Ferreira, G. Shipman, W. Shu
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引用次数: 20

Abstract

Power consumption of extreme-scale supercomputers has become a key performance bottleneck. Yet current practices do not leverage power management opportunities, instead running at "maximum power". This is not sustainable. Future systems will need to manage power as a critical resource, directing it to where it has greatest benefit. Power capping is one mechanism for managing power budgets, however its behavior is not well understood. This paper presents an empirical evaluation of several key HPC workloads running under a power cap on a Cray XC40 system, and provides a comparison of this technique with p-state control, demonstrating the performance differences of each. These results show: 1.) Maximum performance requires ensuring the cap is not reached; 2.) Performance slowdown under a cap can be attributed to cascading delays which result in unsynchronized performance variability across nodes; and, 3.) Due to lag in reaction time, considerable time is spent operating above the set cap. This work provides a timely and much needed comparison of HPC application performance under a power cap and attempts to enable users and system administrators to understand how to best optimize application performance on power-constrained HPC systems.
Cray XC40平台上节点级功率封顶的早期经验
超大规模超级计算机的功耗已经成为其性能瓶颈。然而,目前的实践并没有利用电源管理的机会,而是以“最大功率”运行。这是不可持续的。未来的系统将需要把电力作为一种关键资源来管理,将其引导到能产生最大效益的地方。功率上限是管理电力预算的一种机制,但其行为尚未得到很好的理解。本文对Cray XC40系统上在功率上限下运行的几个关键HPC工作负载进行了实证评估,并将该技术与p状态控制进行了比较,展示了每种技术的性能差异。结果表明:1)最大性能要求确保不达到上限;2.) 上限下的性能放缓可归因于级联延迟,导致节点之间不同步的性能可变性;和3)。由于反应时间的滞后,在设定上限之上运行花费了相当多的时间。这项工作提供了功率上限下HPC应用程序性能的及时和急需的比较,并试图使用户和系统管理员了解如何在功率受限的HPC系统上最佳地优化应用程序性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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