This article examines the role of high-performance interconnects in distributed LLM training by employing the Megatron-LM, 3 a state-of-the-art framework that ...
Jan 30, 2024 · This article characterizes their training performance across various interconnects and communication protocols: TCP/IP, Internet Protocol over InfiniBand, ( ...
Mar 1, 2024 · This content will become publicly available on March 1, 2025. Title: High-Speed Data Communication With Advanced Networks in Large Language Model Training.
This study characterizes their training performance across various interconnects and communication protocols: TCP/IP, IPoIB, and RDMA, using data and model ...
This article characterizes their training performance across various interconnects and communication protocols: TCP/IP, Internet Protocol over InfiniBand, ( ...
[IEEE Micro'24] High-Speed Data Communication with Advanced Networks in Large Language Model Training · Liuyao Dai, Hao Qi, Weicong Chen, Xiaoyi Lu. IEEE Micro ...
Apr 9, 2024 · Dai, H. Qi, W. Chen, and X. Lu, “High- speed data communication with advanced networks in large language model training, ...
ABSTRACT. This paper challenges the well-established paradigm for build- ing any-to-any networks for training Large Language Mod- els (LLMs).
High-Speed Data Communication With Advanced Networks in Large Language Model Training ... model architecture search, creating large training data sets, and ...
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Apr 29, 2024 · Enhancing LLM performance can be achieved by incorporating additional network-specific data or knowledge during various stages of training. Fine ...
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