Toward accelerated stencil computation by adapting tensor core unit on GPU

Author:

Liu Xiaoyan1,Liu Yi1,Yang Hailong1,Liao Jianjin1,Li Mingzhen1,Luan Zhongzhi1,Qian Depei1

Affiliation:

1. Beihang University, Beijing, China

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Publisher

ACM

Reference48 articles.

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2. 2020-7-30. The user manual for NVIDIA Nsight Compute. online. (2020-7-30). https://docs.nvidia.com/nsight-compute/NsightCompute/index.html#nvvp-sessions Accessed September 29, 2021 . 2020-7-30. The user manual for NVIDIA Nsight Compute. online. (2020-7-30). https://docs.nvidia.com/nsight-compute/NsightCompute/index.html#nvvp-sessions Accessed September 29, 2021.

3. Krste Asanovic , Ras Bodik , Bryan Christopher Catanzaro , Joseph James Gebis, Parry Husbands, Kurt Keutzer, David A Patterson, William Lester Plishker, John Shalf, Samuel Webb Williams, et al. 2006 . The landscape of parallel computing research: A view from berkeley. (2006). Krste Asanovic, Ras Bodik, Bryan Christopher Catanzaro, Joseph James Gebis, Parry Husbands, Kurt Keutzer, David A Patterson, William Lester Plishker, John Shalf, Samuel Webb Williams, et al. 2006. The landscape of parallel computing research: A view from berkeley. (2006).

4. Efficient tensor core-based GPU kernels for structured sparsity under reduced precision

5. Rezaul Chowdhury , Francesco Silvestri , and Flavio Vella . 2021 . Algorithm Design for Tensor Units. In European Conference on Parallel Processing. Springer, 353--367 . Rezaul Chowdhury, Francesco Silvestri, and Flavio Vella. 2021. Algorithm Design for Tensor Units. In European Conference on Parallel Processing. Springer, 353--367.

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1. Adaptive Auto-Tuning Framework for Global Exploration of Stencil Optimization on GPUs;IEEE Transactions on Parallel and Distributed Systems;2024-01

2. DASP: Specific Dense Matrix Multiply-Accumulate Units Accelerated General Sparse Matrix-Vector Multiplication;Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis;2023-11-11

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5. Revisiting Temporal Blocking Stencil Optimizations;Proceedings of the 37th International Conference on Supercomputing;2023-06-21

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