Energy management via PI control for data parallel applications with throughput constraints

A. Molnos, W. Lombardi, D. Puschini, Julien Mottin, S. Lesecq, A. Tonda
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引用次数: 1

Abstract

This paper presents a new proportional-integral (PI) controller that sets the operating point of computing tiles in a system on chip (SoC). We address data-parallel applications with throughput constraints. The controller settings are investigated for application configurations with different QoS levels and different buffer sizes. The control method is evaluated on a test chip with four tiles executing a realistic HMAX object recognition application. Experimental results suggest that the proposed controller outperforms the state-of-the-art results: it attains, on average, 25% less number of frequency switches and has slightly higher energy savings. The reduction in number of frequency switches is important because it decreases the involved overhead. In addition, the PI controller meets the throughput constraint in cases where other approaches fail.
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通过PI控制对具有吞吐量限制的数据并行应用程序进行能源管理
本文提出了一种新的比例积分(PI)控制器,用于设定片上系统(SoC)中计算块的工作点。我们处理具有吞吐量限制的数据并行应用程序。针对具有不同QoS级别和不同缓冲区大小的应用程序配置,研究了控制器设置。在一个测试芯片上对控制方法进行了评估,该芯片具有四个块,执行了一个现实的HMAX对象识别应用程序。实验结果表明,所提出的控制器优于最先进的结果:它平均减少了25%的频率开关数量,并且节能程度略高。频率开关数量的减少很重要,因为它减少了相关的开销。此外,在其他方法失败的情况下,PI控制器满足吞吐量约束。
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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