GPU能效分析与改进方法综述
A Survey of Methods For Analyzing and Improving GPU Energy Efficiency
摘要:
近年来,GPU的计算能力和应用都有了惊人的增长。然而,这一趋势也导致其功耗急剧增加。本文综述了GPU能量效率分析和提高的研究工作。根据这些技术的主要研究思想,对它们进行了分类。此外,它试图综合比较GPU与其他计算系统(例如FPGA和CPU)的能效的研究工作。这项调查的目的是为研究人员提供GPU电源管理的最新知识,并激励他们构建未来的高能效GPU。
英文摘要:
Recent years have witnessed a phenomenal growth in the computational capabilities and applications of GPUs. However, this trend has also led to dramatic increase in their power consumption. This paper surveys research works on analyzing and improving energy efficiency of GPUs. It also provides a classification of these techniques on the basis of their main research idea. Further, it attempts to synthesize research works which compare energy efficiency of GPUs with other computing systems, e.g. FPGAs and CPUs. The aim of this survey is to provide researchers with knowledge of state-of-the-art in GPU power management and motivate them to architect highly energy-efficient GPUs of tomorrow.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。