Understanding the Design Space of Sparse/Dense Multiphase Dataflows for Mapping Graph Neural Networks on Spatial Accelerators

Author:

Garg Raveesh1,Qin Eric1,Martinez Francisco2,Guirado Robert3,Jain Akshay4,Abadal Sergi3,Abellan Jose5,Acacio Manuel2,Alarcon Eduard3,Rajamanickam Sivasankaran6,Krishna Tushar7

Affiliation:

1. Georgia Institute of Technology, Atlanta, GA (United States)

2. Universidad de Murcia (Spain)

3. Univ. Politecnica de Catalunya (Spain)

4. Neutroon, Barcelona (Spain)

5. Universidad Católica de Murcia (Spain)

6. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)

7. Georgia Inst. of Technology, Atlanta, GA (United States)

Publisher

Office of Scientific and Technical Information (OSTI)

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis;IEEE Transactions on Pattern Analysis and Machine Intelligence;2024-05

2. Ontology Based Agriculture Data Mining using IWO and RNN;2023 6th International Conference on Information Systems and Computer Networks (ISCON);2023-03-03

3. Accelerating Graph Neural Networks in Pytorch with HLS and Deep Dataflows;Applied Reconfigurable Computing. Architectures, Tools, and Applications;2023

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