Aceso: Efficient Parallel DNN Training through Iterative Bottleneck Alleviation

Author:

Liu Guodong1ORCID,Miao Youshan2ORCID,Lin Zhiqi3ORCID,Shi Xiaoxiang4ORCID,Maleki Saeed2ORCID,Yang Fan2ORCID,Bao Yungang5ORCID,Wang Sa5ORCID

Affiliation:

1. State Key Lab of Processors, Institute of Computing Technology, CAS, Univ. of Chinese Academy of Sciences, and Microsoft Research (Asia)

2. Microsoft Research

3. University of Science and Technology of China

4. Shanghai Jiao Tong University

5. State Key Lab of Processors, Institute of Computing Technology, CAS, Univ. of Chinese Academy of Sciences

Publisher

ACM

Reference52 articles.

1. Varuna

2. Benchmark Analysis of Representative Deep Neural Network Architectures

3. Tom B Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. arXiv preprint arXiv:2005.14165 (2020).

4. Integrating scale out and fault tolerance in stream processing using operator state management

5. Tianqi Chen, Bing Xu, Chiyuan Zhang, and Carlos Guestrin. 2016. Training deep nets with sublinear memory cost. arXiv preprint arXiv:1604.06174 (2016).

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