CoTrain: Efficient Scheduling for Large-Model Training upon GPU and CPU in Parallel

Author:

Li Zhenxing1ORCID,Cao Qiang1ORCID,Chen Yajie2ORCID,Yan Wenrui3ORCID

Affiliation:

1. Huazhong University of Science and Technology, China

2. Nanjing University of Science and Technology, China

3. Shanghai AI Laboratory, China

Funder

Key Research and Development Project of Hubei

National Key Research and Development Program of China

NSFC

Publisher

ACM

Reference32 articles.

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2. Jonghyun Bae Jongsung Lee Yunho Jin Sam Son Shine Kim Hakbeom Jang Tae Jun Ham and Jae W Lee. 2021. FlashNeuron: SSD-Enabled Large-Batch Training of Very Deep Neural Networks.. In FAST. 387–401. Jonghyun Bae Jongsung Lee Yunho Jin Sam Son Shine Kim Hakbeom Jang Tae Jun Ham and Jae W Lee. 2021. FlashNeuron: SSD-Enabled Large-Batch Training of Very Deep Neural Networks.. In FAST. 387–401.

3. Large-Scale Machine Learning with Stochastic Gradient Descent

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

5. Yu Cao , Wei Bi , Meng Fang , and Dacheng Tao . 2020. Pretrained language models for dialogue generation with multiple input sources. arXiv preprint arXiv:2010.07576 ( 2020 ). Yu Cao, Wei Bi, Meng Fang, and Dacheng Tao. 2020. Pretrained language models for dialogue generation with multiple input sources. arXiv preprint arXiv:2010.07576 (2020).

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