AnalysisDevelopersAugust 4, 2026

Llama.cpp PR moves sampling to GPU for 8% faster inference

The PR switches sampling from CPU to GPU for MTP-enabled configs, boosting tokens/s by 8% on an RTX 5090 running qwen3.6:35b. The poster measured a 4% speed gain on a P40, reaching 84 tok/s.

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