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llama.cpp Hot Expert Cache Speeds MoE 27%

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๐Ÿฆ™Read original on Reddit r/LocalLLaMA

๐Ÿ’ก27% faster MoE tokens on single 4090 via llama.cpp expert cache

โšก 30-Second TL;DR

What Changed

Dynamic cache tracks hot experts every N tokens

Why It Matters

Unlocks faster single-GPU MoE inference for consumer hardware, bridging gap to unified memory systems. Critical for local deployment of massive models like Qwen3.5-122B.

What To Do Next

Clone github.com/ParmesanParty/llama.cpp and benchmark hot expert cache on your MoE model.

Who should care:Developers & AI Engineers
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Original source: Reddit r/LocalLLaMA โ†—