Accelerate DNN Performance with Sparse Matrix Compression in Halide

Author:

Lee Chao-Lin1,Chao Chen-Ting1,Lee Jenq-Kuen1,Hung Ming-Yu2,Huang Chung-Wen2

Affiliation:

1. National Tsing Hua University, Hsinchu, Taiwan

2. MediaTek Inc., Hsinchu, Taiwan

Publisher

ACM

Reference12 articles.

1. Support and optimization for parallel sparse programs with array intrinsics of Fortran 90

2. Tianqi Chen Thierry Moreau Ziheng Jiang Lianmin Zheng Eddie Yan Haichen Shen Meghan Cowan Leyuan Wang Yuwei Hu Luis Ceze etal 2018. {TVM}: An automated end-to-end optimizing compiler for deep learning. In 13th {USENIX} Symposium on Operating Systems Design and Implementation ({OSDI} 18). 578--594. Tianqi Chen Thierry Moreau Ziheng Jiang Lianmin Zheng Eddie Yan Haichen Shen Meghan Cowan Leyuan Wang Yuwei Hu Luis Ceze et al. 2018. {TVM}: An automated end-to-end optimizing compiler for deep learning. In 13th {USENIX} Symposium on Operating Systems Design and Implementation ({OSDI} 18). 578--594.

3. MIT CSAIL. 2019. Halide - a language for fast portable computation on images and tensors. https://halide-lang.org/ MIT CSAIL. 2019. Halide - a language for fast portable computation on images and tensors. https://halide-lang.org/

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1. Accelerating Convolutional Neural Network by Exploiting Sparsity on GPUs;ACM Transactions on Architecture and Code Optimization;2023-07-19

2. Support Convolution of CNN with Compression Sparse Matrix Multiplication Flow in TVM;50th International Conference on Parallel Processing Workshop;2021-08-09

3. Devise Sparse Compression Schedulers to Enhance FastText Methods;49th International Conference on Parallel Processing - ICPP : Workshops;2020-08-17

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