2 papers
cs.DC2026
Efficient Training on Multiple Consumer GPUs with RoundPipe
Yibin Luo, Shiwei Gao, Huichuan Zheng +2
Fine-tuning Large Language Models (LLMs) on consumer-grade GPUs is highly cost-effective, yet constrained by limited GPU memory and slow PCIe interconnects. Pipeline parallelism co…
cs.DC2025
SwitchDelta: Asynchronous Metadata Updating for Distributed Storage with In-Network Data Visibility
Junru Li, Qing Wang, Zhe Yang +3
Distributed storage systems typically maintain strong consistency between data nodes and metadata nodes by adopting ordered writes: 1) first installing data; 2) then updating metad…