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Characterizing and Understanding HGNNs on GPUs

文献类型：期刊论文

作者Yan, Mingyu1; Zou, Mo3; Yang, Xiaocheng1; Li, Wenming1; Ye, Xiaochun1; Fan, Dongrui1; Xie, Yuan2
刊名IEEE COMPUTER ARCHITECTURE LETTERS
出版日期2022-07-01
卷号21期号:2页码:69-72
ISSN号1556-6056
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
DOI10.1109/LCA.2022.3198281
英文摘要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.
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
语种英语
出版者IEEE COMPUTER SOC
WOS记录号WOS:000845059100004
源URL[http://119.78.100.204/handle/2XEOYT63/19430]  
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 Calif Santa Barbara, Santa Barbara, CA 93106 USA
3.Univ Chinese Acad Sci, Beijing 101408, Peoples R China
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.

入库方式： OAI收割

来源：计算技术研究所

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