Hardware /

RTX A4000

38measured results
241best gen tok/s*
16 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 - Medium2418,404LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium2338,278LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium2318,209LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium2137,200LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium1357,232LocalScore ↗512+128llamafile 0.9.3Details →
Llama 3.2 1B InstructQ4_K - Medium1287,374LocalScore ↗512+128llamafile 0.9.3Details →
Llama 3.2 1B InstructQ4_K - Medium1187,455LocalScore ↗512+128llamafile 0.9.3Details →
Llama 2 7BQ4_085.22,808llama.cpp (CUDA) ↗512+128llama.cpp CUDA @65349f2Details →
Llama 2 7BQ4_083.82,684llama.cpp (CUDA) ↗512+128llama.cpp CUDA @65349f2Details →
Llama 2 7BQ4_076.12,483llama.cpp (Vulkan) ↗512+128llama.cpp Vulkan @f5245b5 — coopmat2Details →
Llama 2 7BQ4_073.72,248llama.cpp (Vulkan) ↗512+128llama.cpp Vulkan @f5245b5 — coopmat2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium60.62,011LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium60.01,989LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium59.11,949LocalScore ↗4,352llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium59.01,963LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium58.91,945LocalScore ↗4,352llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium58.81,932LocalScore ↗4,352llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium58.61,843LocalScore ↗4,352llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium58.51,910LocalScore ↗4,352llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium46.01,885LocalScore ↗512+128llamafile 0.9.3Details →
Meta Llama 3.1 8B InstructQ4_K - Medium45.41,881LocalScore ↗512+128llamafile 0.9.3Details →
Qwen2.5 14B InstructQ4_K - Medium34.81,086LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium34.11,100LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium33.61,076LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium33.21,062LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium33.21,044LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium33.21,052LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium33.11,057LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium33.11,050LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium32.91,040LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium32.91,045LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium32.91,040LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium32.81,029LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium32.81,028LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium32.71,002LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium32.41,016LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium26.61,018LocalScore ↗512+128llamafile 0.9.3Details →
Qwen2.5 14B InstructQ4_K - Medium18.8963LocalScore ↗4,352llamafile 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.