Hardware /

RTX PRO 6000 Blackwell

11measured results
374best gen tok/s*
95 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 3.2 1B InstructQ4_K - Medium37430,896LocalScore ↗512+128llamafile 0.9.2Details →
Llama 2 7BQ4_028116,619llama.cpp (CUDA) ↗512+128llama.cpp CUDA @5143fa8Details →
Llama 2 7BQ4_027414,855llama.cpp (CUDA) ↗512+128llama.cpp CUDA @79c1160Details →
Meta Llama 3.1 8B InstructQ4_K - Medium1388,479LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium11419,907LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium10618,081LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium84.85,568LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium81.15,126LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium79.75,072LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium21.53,215LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium14.31,947LocalScore ↗512+128llamafile 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.