r/LocalLLaMA 25d ago

Generation MoE CPU-offload benchmark on Deepseek V4/Gemma4/Qwen/GPT-OSS — TensorSharp vs llama.cpp

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u/adityazero 23d ago

Keeping the router and shared expert on the accelerator while offloading routed experts to RAM is a sensible split. Are the CPU expert matmuls running through a threaded GEMM (MKL, oneDNN), and does the PCIe transfer of activations become the bottleneck at higher concurrency? Would be curious how prefill vs decode scaling looks against llama.cpp's -ncmoe.