SOtrain: Efficient LLM Fine-Tuning on a Single-GPU Commodity Server via User-Space I/O and Scheduling Optimizations

Zhengguo Liu, Hao Lan, Jiwu Shu. SOtrain: Efficient LLM Fine-Tuning on a Single-GPU Commodity Server via User-Space I/O and Scheduling Optimizations. In 26th IEEE International Symposium on Cluster, Cloud and Internet Computing, CCGrid 2026, Sydney, Australia, May 18-21, 2026. pages 701-706, IEEE, 2026. [doi]

Abstract

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