Grape: Practical and Efficient Graphed Execution for Dynamic Deep Neural Networks on GPUs

Author:

Zheng Bojian1ORCID,Yu Cody Hao2ORCID,Wang Jie3ORCID,Ding Yaoyao1ORCID,Liu Yizhi3ORCID,Wang Yida2ORCID,Pekhimenko Gennady1ORCID

Affiliation:

1. University of Toronto / CentML / Vector Institute, Canada

2. Amazon, United States

3. Amazon, USA

Funder

NSERC grant

Publisher

ACM

Reference138 articles.

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2. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , Michael Isard , Manjunath Kudlur , Josh Levenberg , Rajat Monga , Sherry Moore , Derek Gordon Murray , Benoit Steiner , Paul  A. Tucker , Vijay Vasudevan , Pete Warden , Martin Wicke , Yuan Yu , and Xiaoqiang Zheng . 2016 . TensorFlow: A System for Large-Scale Machine Learning. In 12th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2016 , Savannah, GA, USA , November 2-4, 2016, Kimberly Keeton and Timothy Roscoe (Eds.). USENIX Association, 265–283. https://www.usenix.org/conference/osdi16/technical-sessions/presentation/abadi Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek Gordon Murray, Benoit Steiner, Paul A. Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng. 2016. TensorFlow: A System for Large-Scale Machine Learning. In 12th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2016, Savannah, GA, USA, November 2-4, 2016, Kimberly Keeton and Timothy Roscoe (Eds.). USENIX Association, 265–283. https://www.usenix.org/conference/osdi16/technical-sessions/presentation/abadi

3. AMD. 2022. AMD Ryzen™ Threadripper™ 2920X Drivers & Support. https://www.amd.com/en/support/cpu/amd-ryzen-processors/amd-ryzen-threadripper-processors/amd-ryzen-threadripper-2920x Accessed on April 28 2023 . AMD. 2022. AMD Ryzen™ Threadripper™ 2920X Drivers & Support. https://www.amd.com/en/support/cpu/amd-ryzen-processors/amd-ryzen-threadripper-processors/amd-ryzen-threadripper-2920x Accessed on April 28 2023.

4. AMD. 2023. Graph Management. https://rocm.docs.amd.com/projects/HIP/en/docs-5.6.0/.doxygen/docBin/html/group___graph.html#graph-management AMD. 2023. Graph Management. https://rocm.docs.amd.com/projects/HIP/en/docs-5.6.0/.doxygen/docBin/html/group___graph.html#graph-management

5. Dario Amodei , Sundaram Ananthanarayanan , Rishita Anubhai , Jingliang Bai , Eric Battenberg , Carl Case , Jared Casper , Bryan Catanzaro , Jingdong Chen , Mike Chrzanowski , Adam Coates , Greg Diamos , Erich Elsen , Jesse  H. Engel , Linxi Fan , Christopher Fougner , Awni  Y. Hannun , Billy Jun , Tony Han , Patrick LeGresley , Xiangang Li , Libby Lin , Sharan Narang , Andrew  Y. Ng , Sherjil Ozair , Ryan Prenger , Sheng Qian , Jonathan Raiman , Sanjeev Satheesh , David Seetapun , Shubho Sengupta , Chong Wang , Yi Wang , Zhiqian Wang , Bo Xiao , Yan Xie , Dani Yogatama , Jun Zhan , and Zhenyao Zhu . 2016 . Deep Speech 2: End-to-End Speech Recognition in English and Mandarin . In Proceedings of the 33nd International Conference on Machine Learning, ICML 2016, New York City, NY, USA, June 19-24, 2016(JMLR Workshop and Conference Proceedings, Vol. 48) , Maria-Florina Balcan and Kilian Q. Weinberger (Eds.). JMLR.org, 173–182. http://proceedings.mlr.press/v48/amodei16.html Dario Amodei, Sundaram Ananthanarayanan, Rishita Anubhai, Jingliang Bai, Eric Battenberg, Carl Case, Jared Casper, Bryan Catanzaro, Jingdong Chen, Mike Chrzanowski, Adam Coates, Greg Diamos, Erich Elsen, Jesse H. Engel, Linxi Fan, Christopher Fougner, Awni Y. Hannun, Billy Jun, Tony Han, Patrick LeGresley, Xiangang Li, Libby Lin, Sharan Narang, Andrew Y. Ng, Sherjil Ozair, Ryan Prenger, Sheng Qian, Jonathan Raiman, Sanjeev Satheesh, David Seetapun, Shubho Sengupta, Chong Wang, Yi Wang, Zhiqian Wang, Bo Xiao, Yan Xie, Dani Yogatama, Jun Zhan, and Zhenyao Zhu. 2016. Deep Speech 2: End-to-End Speech Recognition in English and Mandarin. In Proceedings of the 33nd International Conference on Machine Learning, ICML 2016, New York City, NY, USA, June 19-24, 2016(JMLR Workshop and Conference Proceedings, Vol. 48), Maria-Florina Balcan and Kilian Q. Weinberger (Eds.). JMLR.org, 173–182. http://proceedings.mlr.press/v48/amodei16.html

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