Characterizing and Understanding GCNs on GPU

doi:10.1109/LCA.2020.2970395

	Characterizing and Understanding GCNs on GPU
	Yan, Mingyu 1,2,3; Chen, Zhaodong 3; Deng, Lei 3; Ye, Xiaochun ; Zhang, Zhimin 1; Fan, Dongrui 1,2; Xie, Yuan 1,3
	2020
发表期刊	IEEE COMPUTER ARCHITECTURE LETTERS
ISSN	1556-6056
卷号	19 期号:1 页码:22-25
摘要	Graph convolutional neural networks (GCNs) have achieved state-of-the-art performance on graph-structured data analysis. Like traditional neural networks, training and inference of GCNs are accelerated with GPUs. Therefore, characterizing and understanding the execution pattern of GCNs on GPU is important for both software and hardware optimization. Unfortunately, to the best of our knowledge, there is no detailed characterization effort of GCN workloads on GPU. In this letter, we characterize GCN workloads at inference stage and explore GCN models on NVIDIA V100 GPU. Given the characterization and exploration, we propose several useful guidelines for both software optimization and hardware optimization for the efficient execution of GCNs on GPU.
关键词	Graph convolutional neural networks characterization execution pattern GPU
DOI	10.1109/LCA.2020.2970395
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61732018] ; US National Science Foundation[1725447]
WOS研究方向	Computer Science
WOS类目	Computer Science, Hardware & Architecture
WOS记录号	WOS:000525233900003
出版者	IEEE COMPUTER SOC
引用统计	被引频次：41[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/14267
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Yan, Mingyu
作者单位	1.Chinese Acad Sci, ICT, SKLCA, Beijing 100864, Peoples R China 2.UCAS, Beijing 100049, Peoples R China 3.Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA
推荐引用方式 GB/T 7714	Yan, Mingyu,Chen, Zhaodong,Deng, Lei,et al. Characterizing and Understanding GCNs on GPU[J]. IEEE COMPUTER ARCHITECTURE LETTERS,2020,19(1):22-25.
APA	Yan, Mingyu.,Chen, Zhaodong.,Deng, Lei.,Ye, Xiaochun.,Zhang, Zhimin.,...&Xie, Yuan.(2020).Characterizing and Understanding GCNs on GPU.IEEE COMPUTER ARCHITECTURE LETTERS,19(1),22-25.
MLA	Yan, Mingyu,et al."Characterizing and Understanding GCNs on GPU".IEEE COMPUTER ARCHITECTURE LETTERS 19.1(2020):22-25.