Hardware /

RTX 4090

38measured results
432best gen tok/s*
24 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 - Medium43227,767LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium39625,164LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium38225,538LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium28225,807LocalScore ↗512+128llamafile 0.9.2Details →
Llama 2 7BQ4_019010,830llama.cpp (Vulkan) ↗512+128llama.cpp Vulkan @4ae88d0 — coopmat2Details →
Llama 2 7BQ4_018914,771llama.cpp (CUDA) ↗512+128llama.cpp CUDA @2241453Details →
Llama 2 7BQ4_01889,452llama.cpp (Vulkan) ↗512+128llama.cpp Vulkan @4ae88d0 — coopmat2Details →
Llama 2 7BQ4_018611,993llama.cpp (CUDA) ↗512+128llama.cpp CUDA @2241453Details →
Llama 3.2 1B InstructQ4_K - Medium16422,081LocalScore ↗512+128llamafile 0.9.3Details →
Llama 3.2 1B InstructQ4_K - Medium14419,804LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium1257,871LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium1226,657LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium1207,594LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium1156,909LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium1037,398LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium98.57,159LocalScore ↗4,352llamafile 0.9.3Details →
Meta Llama 3.1 8B InstructQ4_K - Medium84.27,015LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium80.56,998LocalScore ↗512+128llamafile 0.9.3Details →
Qwen2.5 14B InstructQ4_K - Medium72.54,361LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium70.83,828LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium69.64,110LocalScore ↗4,352llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium68.84,208LocalScore ↗512+128llamafile 0.9.2Details →
Model HfQ8_068.111,064LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium66.112,782LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium65.63,809LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium60.34,106LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium59.74,122LocalScore ↗4,352llamafile 0.9.3Details →
Meta Llama 3.1 8B InstructQ4_K - Medium58.35,925LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium51.84,028LocalScore ↗512+128llamafile 0.9.3Details →
Qwen2.5 14B InstructQ4_K - Medium48.03,965LocalScore ↗512+128llamafile 0.9.3Details →
Llama 3.2 1B InstructQ4_K - Medium43.410,569LocalScore ↗512+128llamafile 0.9.2Details →
Phi3F1641.36,298LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium31.93,161LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium31.72,663LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium25.84,014LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium22.36,976LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium16.92,471LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium13.11,973LocalScore ↗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.