Hardware /

RTX PRO 4500 Blackwell

2measured results
169best gen tok/s*
31 GBreported memory

*Headline excludes tiny/test models (under 0.6B params or TinyStories-style). Open in rig checker →

llama.cpp

ModelQuantGen tok/sPrompt tok/sSourceContext testedBuild
Llama 2 7BQ4_01697,252llama.cpp (CUDA) ↗512+128llama.cpp CUDA @becc481Details →
Qwen2.5 14B InstructQ4_K - Medium24.21,824LocalScore ↗4,352llamafile 0.9.2Details →

Ollama

No measured Ollama results yet. Submit yours →

MLX

No measured MLX results yet. Submit yours →

Includes results from LocalScore, a Mozilla Builders project by cjpais, mirrored in the cn0303/local-llm-speed-benchmarks dataset. LocalScore runs use llamafile, which is built on llama.cpp.