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Apto: Self-Adaptive CPU-GPU Hybrid MoE Inference on Shared PCs

Zhong, Zihang et al.
arXiv (All) · Papers
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CPU/GPU hybrid inference enables Mixture-of-Experts (MoE) models to run on memory-constrained PCs by keeping all expert weights in host memory and executing activated experts across both processors. Existing hybrid systems, however, assume exclusive resource access and determine an upfront CPU/GPU p
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