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ExpertFlow: Optimized Expert Activation and Token Allocation for Efficient Mixture-of-Experts Inference

Xin He,Shunkang Zhang,7 Authors,Y. Ong

2024 · DOI: 10.48550/arXiv.2410.17954
arXiv.org · 27 Citations

TLDR

This work introduces ExpertFlow, a comprehensive system specifically designed to enhance inference efficiency by accommodating flexible routing and enabling efficient expert scheduling between CPU and GPU, and implements a dynamic token scheduling strategy that optimizes MoE inference by rearranging input tokens across different batches.