Breaking the computation and communication abstraction barrier in distributed machine learning workloads

Author:

Jangda Abhinav1,Huang Jun2,Liu Guodong3,Sabet Amir Hossein Nodehi4,Maleki Saeed5,Miao Youshan6ORCID,Musuvathi Madanlal5,Mytkowicz Todd5,Saarikivi Olli5

Affiliation:

1. University of Massachusetts at Amherst, USA

2. Ohio State University, USA

3. Chinese Academy of Sciences, China

4. University of California at Riverside, USA

5. Microsoft Research, USA

6. Microsoft Research, China

Funder

National Science Foundation

Publisher

ACM

Reference53 articles.

1. Accessed: 2022-01-12. Apache mxnet. https://mxnet.apache.org/ Accessed: 2022-01-12. Apache mxnet. https://mxnet.apache.org/

2. Accessed: 2022-01-12. cuBLAS. https://docs.nvidia.com/cuda/cublas/index.html Accessed: 2022-01-12. cuBLAS. https://docs.nvidia.com/cuda/cublas/index.html

3. Accessed: 2022-01-12. cuDNN. https://docs.nvidia.com/cuda/cudnn/index.html Accessed: 2022-01-12. cuDNN. https://docs.nvidia.com/cuda/cudnn/index.html

4. Accessed: 2022-01-12. CUTLASS. https://github.com/NVIDIA/cutlass Accessed: 2022-01-12. CUTLASS. https://github.com/NVIDIA/cutlass

5. Accessed: 2022-01-12. GPUDirect RDMA. https://docs.nvidia.com/cuda/gpudirect-rdma/index.html Accessed: 2022-01-12. GPUDirect RDMA. https://docs.nvidia.com/cuda/gpudirect-rdma/index.html

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