DOSA: Differentiable Model-Based One-Loop Search for DNN Accelerators

Author:

Hong Charles1ORCID,Huang Qijing2ORCID,Dinh Grace1ORCID,Subedar Mahesh3ORCID,Shao Yakun Sophia1ORCID

Affiliation:

1. UC Berkeley, United States of America

2. NVIDIA, United States of America

3. Intel Corporation, United States of America

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference54 articles.

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3. Tianqi Chen , Mu Li , Yutian Li , Min Lin , Naiyan Wang , Minjie Wang , Tianjun Xiao , Bing Xu , Chiyuan Zhang , and Zheng Zhang . 2015 . Mxnet: A flexible and efficient machine learning library for heterogeneous distributed systems. arXiv preprint arXiv:1512.01274 (2015). Tianqi Chen, Mu Li, Yutian Li, Min Lin, Naiyan Wang, Minjie Wang, Tianjun Xiao, Bing Xu, Chiyuan Zhang, and Zheng Zhang. 2015. Mxnet: A flexible and efficient machine learning library for heterogeneous distributed systems. arXiv preprint arXiv:1512.01274 (2015).

4. Tianqi Chen , Thierry Moreau , Ziheng Jiang , Lianmin Zheng , Eddie  Q. Yan , Haichen Shen , Meghan Cowan , Leyuan Wang , Yuwei Hu , Luis Ceze , Carlos Guestrin , and Arvind Krishnamurthy . 2018 . TVM: An automated end-to-end optimizing compiler for deep learning. In 13th USENIXSymposium on Operating Systems Design and Implementation ({ OSDI} 18). 578–594. Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Q. Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, Carlos Guestrin, and Arvind Krishnamurthy. 2018. TVM: An automated end-to-end optimizing compiler for deep learning. In 13th USENIXSymposium on Operating Systems Design and Implementation ({ OSDI} 18). 578–594.

5. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2018 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. arXiv preprint arXiv:1810.04805 (2018). Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. arXiv preprint arXiv:1810.04805 (2018).

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