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Han-Chi Gao

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#small language model Preprint Sep 2026

SSD-LLaMA: SSD-Native Inference for Trillion-Parameter MoE at 1+ Token/s on a Consumer PC

An SSD-native local MoE inference system that addresses challenges with an SSD I/O pipeline optimized for expert delivery, a native three-tier storage hierarchy that delivers and retains experts dynamically, and balanced CPU--GPU hybrid execution.

Fang-Zhou Liang, Yibin Shen, Jian-Min Hu et al. · 0 citations

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