Characterizing and Understanding HGNNs on GPUs

doi:10.1109/LCA.2022.3198281

	Characterizing and Understanding HGNNs on GPUs
	Yan, Mingyu 1; Zou, Mo 2; Yang, Xiaocheng 1; Li, Wenming 1; Ye, Xiaochun 1; Fan, Dongrui 1; Xie, Yuan 3
	2022-07-01
发表期刊	IEEE COMPUTER ARCHITECTURE LETTERS
ISSN	1556-6056
卷号	21 期号:2 页码:69-72
摘要	Heterogeneous graph neural networks (HGNNs) deliver powerful capacity in heterogeneous graph representation learning. The execution of HGNNs is usually accelerated by GPUs. Therefore, characterizing and understanding the execution pattern of HGNNs on GPUs is important for both software and hardware optimizations. Unfortunately, there is no detailed characterization effort of HGNN workloads on GPUs. In this paper, we characterize HGNN workloads at inference phase and explore the execution of HGNNs on GPU, to disclose the execution semantic and execution pattern of HGNNs. Given the characterization and exploration, we propose several useful guidelines for both software and hardware optimizations for the efficient execution of HGNNs on GPUs.
关键词	Kernel Semantics Aggregates Mercury (metals) Motion pictures Graphics processing units Electric breakdown Heterogeneous graph neural networks GNNs characterization execution semantic execution pattern
DOI	10.1109/LCA.2022.3198281
收录类别	SCI
语种	英语
资助项目	CAS Project for Young Scientists in Basic Research[YSBR-029] ; CAS Project for Youth Innovation Promotion Association
WOS研究方向	Computer Science
WOS类目	Computer Science, Hardware & Architecture
WOS记录号	WOS:000845059100004
出版者	IEEE COMPUTER SOC
引用统计	被引频次：4[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/2XEOYT63/19431
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, Inst Comp Technol, Beijing 100864, Peoples R China 2.Univ Chinese Acad Sci, Beijing 101408, Peoples R China 3.Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA
推荐引用方式 GB/T 7714	Yan, Mingyu,Zou, Mo,Yang, Xiaocheng,et al. Characterizing and Understanding HGNNs on GPUs[J]. IEEE COMPUTER ARCHITECTURE LETTERS,2022,21(2):69-72.
APA	Yan, Mingyu.,Zou, Mo.,Yang, Xiaocheng.,Li, Wenming.,Ye, Xiaochun.,...&Xie, Yuan.(2022).Characterizing and Understanding HGNNs on GPUs.IEEE COMPUTER ARCHITECTURE LETTERS,21(2),69-72.
MLA	Yan, Mingyu,et al."Characterizing and Understanding HGNNs on GPUs".IEEE COMPUTER ARCHITECTURE LETTERS 21.2(2022):69-72.