Efficient Training of Large Language Models on Distributed Infrastructures: A Survey
Jiangfei Duan, Shuo Zhang, Zerui Wang, Lijuan Jiang, Wenwen Qu, Qinghao Hu, Guoteng Wang, Qizhen Weng, Hang Yan, Xingcheng Zhang, Xipeng Qiu, Dahua Lin, Yonggang Wen, Xin Jin, Tianwei Zhang, Peng Sun
July, 2024
Abstract
This survey reviews systems for efficient large language model training on distributed infrastructure. It covers accelerators, networks, storage, scheduling, parallelism, computation, communication, memory optimization, and reliability during long training runs.
Publication
arXiv preprint arXiv:2407.20018

Ph.D. Student · Research Intern