Mentha: Enabling Sparse-Packing Computation on Systolic Arrays

Author:

Tang Minjin1,Wen Mei1,Cao Yasong1,Shen Junzhong1,Yang Jianchao1,Fei Jiawei1,Guo Yang1,Liu Sheng1

Affiliation:

1. National University of Defense Technology, China

Funder

NSFC (National Natural Science Foundation of China)

Publisher

ACM

Reference36 articles.

1. C Bagavathi and O Saraniya . 2019. Evolutionary Mapping Techniques for Systolic Computing System. Deep Learning and Parallel Computing Environment for Bioengineering Systems ( 2019 ). C Bagavathi and O Saraniya. 2019. Evolutionary Mapping Techniques for Systolic Computing System. Deep Learning and Parallel Computing Environment for Bioengineering Systems (2019).

2. Efficient and Effective Sparse LSTM on FPGA with Bank-Balanced Sparsity

3. NVIDIA Corporation. 2012. CUDA CUSPARSE Library. NVIDIA Corporation. 2012. CUDA CUSPARSE Library.

4. Baiyun Cui , Yingming Li , Ming Chen , and Zhongfei Zhang . 2019. Fine-tune BERT with Sparse Self-Attention Mechanism . In EMNLP/IJCNLP (1) . Association for Computational Linguistics , 3546–3551. Baiyun Cui, Yingming Li, Ming Chen, and Zhongfei Zhang. 2019. Fine-tune BERT with Sparse Self-Attention Mechanism. In EMNLP/IJCNLP (1). Association for Computational Linguistics, 3546–3551.

5. The university of Florida sparse matrix collection

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1. SSA: A Uniformly Recursive Bidirection-Sequence Systolic Sorter Array;IEEE Transactions on Parallel and Distributed Systems;2024-10

2. Highly Efficient Load-Balanced Dataflow for SpGEMMs on Systolic Arrays;Proceedings of the Great Lakes Symposium on VLSI 2024;2024-06-12

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