Hanayo: Harnessing Wave-like Pipeline Parallelism for Enhanced Large Model Training Efficiency

Author:

Liu Ziming1ORCID,Cheng Shenggan1ORCID,Zhou Haotian1ORCID,You Yang1ORCID

Affiliation:

1. School of Computing, National University of Singapore, Singapore, Singapore

Funder

National University of Singapore

Publisher

ACM

Reference41 articles.

1. Mandeep Baines Shruti Bhosale Vittorio Caggiano Naman Goyal Siddharth Goyal Myle Ott Benjamin Lefaudeux Vitaliy Liptchinsky Mike Rabbat Sam Sheiffer Anjali Sridhar and Min Xu. 2021. FairScale: A general purpose modular PyTorch library for high performance and large scale training. https://github.com/facebookresearch/fairscale. Mandeep Baines Shruti Bhosale Vittorio Caggiano Naman Goyal Siddharth Goyal Myle Ott Benjamin Lefaudeux Vitaliy Liptchinsky Mike Rabbat Sam Sheiffer Anjali Sridhar and Min Xu. 2021. FairScale: A general purpose modular PyTorch library for high performance and large scale training. https://github.com/facebookresearch/fairscale.

2. Zhengda Bian , Hongxin Liu , Boxiang Wang , Haichen Huang , Yongbin Li , Chuanrui Wang , Fan Cui , and Yang You . 2021. Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training. arXiv preprint arXiv:2110.14883 ( 2021 ). Zhengda Bian, Hongxin Liu, Boxiang Wang, Haichen Huang, Yongbin Li, Chuanrui Wang, Fan Cui, and Yang You. 2021. Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training. arXiv preprint arXiv:2110.14883 (2021).

3. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell etal 2020. Language models are few-shot learners. Advances in neural information processing systems 33 (2020) 1877--1901. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. Advances in neural information processing systems 33 (2020) 1877--1901.

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

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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