DVFS automatic tuning plugin for energy related tuning objectives

Carla Guillén, C. Navarrete, D. Brayford, Wolfram Hesse, Matthias Brehm
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引用次数: 6

Abstract

Energy consumption will become one of the dominant cost factors that will govern the next generation of large HPC centers. In this paper we present the Dynamic Voltage Frequency Scaling (DVFS) Plugin to automatically tune several energy related tuning objectives at a region-level of HPC applications. This plugin works with the Periscope Tuning Framework which provides an automatic tuning framework including analysis, experiment creation, and evaluation. The tuning actions are based on changes in the frequency via the DVFS. The tuning objectives include the tuning of energy consumption, total cost of ownership, energy delay product and power capping. The tuning is based on a model that relies on performance data and predicts energy consumption, time, and power consumption at different CPU frequencies.
DVFS自动调谐插件能源相关的调谐目标
能源消耗将成为支配下一代大型高性能计算中心的主要成本因素之一。在本文中,我们提出了动态电压频率缩放(DVFS)插件,用于在HPC应用的区域级别上自动调整几个与能量相关的调谐目标。这个插件与Periscope Tuning Framework一起工作,Periscope Tuning Framework提供了一个自动调优框架,包括分析、实验创建和评估。调优操作基于通过DVFS的频率变化。调优目标包括能源消耗、总拥有成本、能源延迟积和功率上限的调优。调优基于一个模型,该模型依赖于性能数据,并预测不同CPU频率下的能耗、时间和功耗。
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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