Fractal: Joint Multi-Level Sparse Pattern Tuning of Accuracy and Performance for DNN Pruning

Author:

Guan Yue12ORCID,Yu Changming12ORCID,Zhou Yangjie12ORCID,Leng Jingwen12ORCID,Li Chao12ORCID,Guo Minyi12ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. Shanghai Qizhi Institute, Shanghai, China

Funder

National Key R&D Program of China

National Natural Science Foundation of China (NSFC)

Publisher

ACM

Reference72 articles.

1. CUTLASS. https://github.com/NVIDIA/cutlass January.

2. Performance, Design, and Autotuning of Batched GEMM for GPUs

3. Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, Carlos Guestrin, and Arvind Krishnamurthy. TVM: An automated End-to-End optimizing compiler for deep learning. In 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18), pages 578--594, Carlsbad, CA, October 2018. USENIX Association.

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

5. Hongrong Cheng, Miao Zhang, and Javen Qinfeng Shi. A survey on deep neural network pruning-taxonomy, comparison, analysis, and recommendations. arXiv preprint arXiv:2308.06767, 2023.

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