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Speculation at a Distance: Where Edge-Cloud Speculative Decoding Actually Pays Off

Lyu, Yuan et al.
arXiv (All) · Papers
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and-cluster-computingdistributedparallel
Speculative decoding (SD) accelerates LLM inference by $1.5$-$3$ times when the draft and target models are co-located. This has motivated a distributed variant (DSD) that places the draft model on an edge device while the target stays in the cloud. We show with closed-form inequalities that DSD's p
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