Hardware /

RTX 4000 SFF Ada Generation

7measured results
191best gen tok/s*
20 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 - Medium1918,762LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium1898,786LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium1888,712LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium44.62,013LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium44.11,995LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium24.91,037LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium24.51,066LocalScore ↗512+128llamafile 0.9.2Details →

Ollama

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MLX

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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.