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Peng Sun

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Book Open access Jul 2026

SPPO: Making Million-Token LLM Training Practical on Modest GPU Clusters

Adaptive Sequence Pipeline Parallel Offloading (SPPO) is proposed, a novel framework that optimizes memory and computational resource efficiency for long-sequence LLM training and develops an adaptive pipeline scheduling approach with a heuristic solver and multiplexed sequence partitioning to improve computational resource efficiency.

Qiaoling Chen, Shenggui Li, Wei Gao et al. · 0 citations

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