Accelerating Sparse Deep Neural Network Inference Using GPU Tensor Cores

Author:

Sun Yufei1,Zheng Long1,Wang Qinggang1,Ye Xiangyu1,Huang Yu1,Yao Pengcheng1,Liao Xiaofei1,Jin Hai1

Affiliation:

1. School of Computer Science and Technology, Huazhong University of Science and Technology,National Engineering Research Center for Big Data Technology and System/Services Computing Technology and System Lab/Cluster and Grid Computing Laboratory,Wuhan,China,430074

Publisher

IEEE

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Accelerating ML Workloads using GPU Tensor Cores: The Good, the Bad, and the Ugly;Proceedings of the 15th ACM/SPEC International Conference on Performance Engineering;2024-05-07

2. DTC-SpMM: Bridging the Gap in Accelerating General Sparse Matrix Multiplication with Tensor Cores;Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3;2024-04-27

3. Mixed-Precision S/DGEMM Using the TF32 and TF64 Frameworks on Low-Precision AI Tensor Cores;Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis;2023-11-12

4. 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

5. GLARE: Accelerating Sparse DNN Inference Kernels with Global Memory Access Reduction;2023 IEEE High Performance Extreme Computing Conference (HPEC);2023-09-25

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