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Multi-GPU MoE Inference with Adaptive Expert Offloading

Zheng, William X. et al.
arXiv (All) · Papers
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artificial-intelligence
Modern Mixture-of-Experts (MoE) inference is constrained by GPU memory. This constraint is mitigated by expert offloading, which stores part of the model's weight in host memory and executes on demand. Though MoE architecture has computation sparsity, more GPUs are needed for serving increasingly la
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