Preprint
Aug 2026
LazyTrain: Limited-resource Allocation toward Zero-waste Yield Optimization in Large Language Model Training
LazyTrain is proposed, an optimization layer over a layer-streaming executor that formulates checkpoint selection, activation placement, recomputation, and CPU-GPU-NVMe communication overlap as a mixed-integer scheduling problem, then executes the solved policy during training.
Xiao-Jun Wu, Cehao Yang, Honghao Liu et al.
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