Merak: An Efficient Distributed DNN Training Framework With Automated 3D Parallelism for Giant Foundation Models
Author:
Affiliation:
1. National Laboratory for Parallel and Distributed Processing, College of Computer, National University of Defense Technology, Changsha, Hunan, China
Funder
National Key R&D Program of China
National Natural Science Foundation of China
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
Computational Theory and Mathematics,Hardware and Architecture,Signal Processing
Link
http://xplorestaging.ieee.org/ielx7/71/10075651/10049507.pdf?arnumber=10049507
Reference52 articles.
1. PyTorch: An imperative style, high-performance deep learning library;paszke;Proc Adv Neural Inf Process Syst,2019
2. End-to-end adaptive distributed training on paddlepaddle;ao,2021
3. DeepSpeed
4. Transformers: State-of-the-Art Natural Language Processing
5. Openwebtext corpus;gokaslan,2019
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