Hardware /

RTX 2080 Ti

23measured results
260best gen tok/s*
11 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 - Medium2609,011LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium2428,708LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium2028,883LocalScore ↗512+128llamafile 0.9.2Details →
Llama 3.2 1B InstructQ4_K - Medium1858,285LocalScore ↗512+128llamafile 0.9.2Details →
Llama 2 7BQ4_01093,108llama.cpp (CUDA) ↗512+128llama.cpp CUDA @9c35706Details →
Llama 2 7BQ4_01082,891llama.cpp (CUDA) ↗512+128llama.cpp CUDA @9c35706Details →
Llama 2 7BQ4_01011,936llama.cpp (Vulkan) ↗512+128llama.cpp Vulkan @N/ADetails →
Llama 2 7BQ4_097.61,888llama.cpp (Vulkan) ↗512+128llama.cpp Vulkan @N/ADetails →
Meta Llama 3.1 8B InstructQ4_K - Medium74.02,102LocalScore ↗512+128llamafile 0.9.2Details →
Meta Llama 3.1 8B InstructQ4_K - Medium71.81,952LocalScore ↗512+128llamafile 0.9.2Details →
DeepSeek R1 Distill Llama 8BQ4_K - Medium68.32,034LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 Coder 7B Instruct GGUFQ4_K - Medium68.22,355LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5.1 Coder 7B InstructQ4_K - Medium68.02,355LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 Coder 7B InstructQ6_K57.92,148LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5.1 Coder 7B InstructQ6_K57.12,136LocalScore ↗512+128llamafile 0.9.2Details →
DeepSeek R1 Distill Qwen 7BQ6_K54.21,459LocalScore ↗512+128llamafile 0.9.2Details →
codegeex4-all-9bQ4_K - Medium53.21,676LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium42.21,166LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium39.11,084LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 Coder 14B Instruct AWQQ4_037.91,254LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 14B InstructQ4_K - Medium37.31,170LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 Coder 14B Instruct AWQQ4_K - Medium35.91,133LocalScore ↗512+128llamafile 0.9.2Details →
Qwen2.5 Coder 14B Instruct AWQQ8_02.2137LocalScore ↗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.