Deep Learning Benchmark Studies on an Advanced AI Engineering Testbed from the Open Compass Project
Deep Learning Benchmark Studies on an Advanced AI Engineering Testbed from the Open Compass Project
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开放罗盘项目的高级人工智能工程测试平台的深度学习基准研究
DOI：
10.1145/3569951.3597596
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发表时间：
2023
期刊：
影响因子：
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通讯作者：
Buitrago, Paola
中科院分区：
文献类型：
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作者：
Wang, Mei-Yu;Uran, Julian;Buitrago, Paola
我们展示了Open Compass项目使用各种人工智能加速器的试点深度学习基准结果。这些加速器是NVIDIA V-100和A-100，AMD MI100，以及新兴的新型加速器，如Cerebras CS-2和Graphcore。我们评估了他们在各种深度学习训练任务中的表现。然后，我们讨论从我们的实验中获得的关键见解，并分享评估这些新型人工智能加速器并将其与我们的超级计算系统集成的经验。
We present the Open Compass project’s pilot deep learning benchmark results with various AI accelerators. Those accelerators are NVIDIA V-100 and A-100, AMD MI100, as well as emerging novel accelerators such as Cerebras CS-2 and Graphcore. We evaluate their performance on various deep learning training tasks. We then discuss key insights from our experiments and share experiences about evaluating and integrating those novel AI accelerators with our supercomputing systems.
针对深度学习工作负载的新型人工智能加速器的综合评估
DOI：
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发表时间：
2022
期刊：
International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems
影响因子：
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作者：
M. Emani;Zhen Xie;Siddhisanket Raskar;Varuni K. Sastry;William Arnold;Bruce Wilson;R. Thakur;V. Vishwanath;Zhengchun Liu;M. Papka;Cindy Orozco Bohorquez;Rickey C. Weisner;Karen Li;Yongning Sheng;Yun Du;Jian Zhang;A. Tsyplikhin;Gurdaman S. Khaira;J. Fowers;R. Sivakumar;Victoria Godsoe;Adrián Macías;Chetan Tekur;Matthew Boyd
通讯作者：
Matthew Boyd
DOI：
10.1145/3332186.3332253
发表时间：
2019-07
期刊：
Proceedings of the Practice and Experience in Advanced Research Computing on Rise of the Machines (learning)
影响因子：
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作者：
Paola A. Buitrago;Nicholas A. Nystrom
通讯作者：
Paola A. Buitrago;Nicholas A. Nystrom