Cost-Efficient LLM Training with Lifetime-Aware Tensor Offloading via GPUDirect Storage

Item #:

085713-1653

Details

DOI: https://doi.org/10.52202/085713-1653
Author(s): Ziqi Yuan, Haoyang Zhang, Yirui Zhou, Apoorve Mohan, I-Hsin Chung, Seetharami Seelam, Jian Huang
Pages: 55137-55160 (24 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 38
Date/Location: Held 2-7 December 2025, San Diego, California, USA and 30 November - 5 December 2025, Mexico City, Mexico.
Series: Advances in Neural Information Processing Systems 38
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

DOI: https://doi.org/10.52202/085713-1653
Author(s): Ziqi Yuan, Haoyang Zhang, Yirui Zhou, Apoorve Mohan, I-Hsin Chung, Seetharami Seelam, Jian Huang
Pages: 55137-55160 (24 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 38
Date/Location: Held 2-7 December 2025, San Diego, California, USA and 30 November - 5 December 2025, Mexico City, Mexico.
Series: Advances in Neural Information Processing Systems 38
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)