Exploring OpenMP GPU Offloading for Implementing Convolutional Neural Networks

Author:

Yan Kewei1ORCID,Shi Yaying1ORCID,Yan Yonghong2ORCID

Affiliation:

1. University of North Carolina at Charlotte, Charlotte, USA

2. University of North Carolina at Charlotte, Charlotte, United States of America

Funder

National Science Foundation

Publisher

ACM

Reference42 articles.

1. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , Michael Isard , 2016 . {TensorFlow}: A System for {Large-Scale} Machine Learning . In 12th USENIX symposium on operating systems design and implementation (OSDI 16) . 265--283. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, et al. 2016. {TensorFlow}: A System for {Large-Scale} Machine Learning. In 12th USENIX symposium on operating systems design and implementation (OSDI 16). 265--283.

2. Basic concepts of artificial neural network (ANN) modeling and its application in pharmaceutical research

3. Understanding of a convolutional neural network

4. Andrew Anderson , Aravind Vasudevan , Cormac Keane , and David Gregg . 2017. Low-memory gemm-based convolution algorithms for deep neural networks. arXiv preprint arXiv:1709.03395 ( 2017 ). Andrew Anderson, Aravind Vasudevan, Cormac Keane, and David Gregg. 2017. Low-memory gemm-based convolution algorithms for deep neural networks. arXiv preprint arXiv:1709.03395 (2017).

5. Samuel F Antao , Alexey Bataev , Arpith C Jacob , Gheorghe-Teodor Bercea , Alexandre E Eichenberger , Georgios Rokos , Matt Martineau , Tian Jin , Guray Ozen , Zehra Sura , 2016 . Offloading support for OpenMP in Clang and LLVM . In 2016 Third Workshop on the LLVM Compiler Infrastructure in HPC (LLVM-HPC). IEEE. Samuel F Antao, Alexey Bataev, Arpith C Jacob, Gheorghe-Teodor Bercea, Alexandre E Eichenberger, Georgios Rokos, Matt Martineau, Tian Jin, Guray Ozen, Zehra Sura, et al. 2016. Offloading support for OpenMP in Clang and LLVM. In 2016 Third Workshop on the LLVM Compiler Infrastructure in HPC (LLVM-HPC). IEEE.

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