| { |
| "name": "ModelFit Local LLM Hardware Compatibility Dataset", |
| "description": "Which local AI models (Ollama) fit which hardware, by parameter size, quantization, and estimated memory load. tok/s and load figures are estimates, not measured benchmarks.", |
| "source": "https://modelfit.io/data/", |
| "license": "CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)", |
| "attribution": "ModelFit: https://modelfit.io/", |
| "methodology": { |
| "ramBudgetRatioBase": 0.7, |
| "ramBudgetRatioMax": 0.85, |
| "note": "A model fits a device when its estimatedLoadGb is within the memory budget: ~70% of unified memory up to 32GB, scaling linearly to ~85% at 128GB and above (high-RAM Macs can wire more memory to the GPU). Q4_K_M needs roughly 0.6 GB per billion parameters.", |
| "fieldSemantics": "runsLocally = a registry-verified Ollama build fits at least one consumer RAM tier tracked here (up to 256GB). openWeights = the weights are publicly downloadable. Some open-weight giants (e.g. NVIDIA Nemotron 3 Ultra, 550B, ~190GB at 2-bit) are openWeights: true but runsLocally: false because no consumer tier fits them." |
| }, |
| "updated": "2026-07-05", |
| "counts": { |
| "models": 107, |
| "local": 75, |
| "cloud": 32, |
| "families": 21 |
| }, |
| "models": [ |
| { |
| "model": "Qwen2.5 1.5B Instruct", |
| "family": "Qwen", |
| "params": 1.5, |
| "quantization": "Q4_K_M", |
| "minRamGb": 4, |
| "estimatedLoadGb": 1.5, |
| "runsLocally": true, |
| "openWeights": true, |
| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat, Translation", |
| "ollamaCommand": "ollama run qwen2.5:1.5b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Qwen2.5 3B Instruct", |
| "family": "Qwen", |
| "params": 3, |
| "quantization": "Q4_K_M", |
| "minRamGb": 6, |
| "estimatedLoadGb": 2.5, |
| "runsLocally": true, |
| "openWeights": true, |
| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat, Coding", |
| "ollamaCommand": "ollama run qwen2.5:3b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Qwen2.5 7B Instruct", |
| "family": "Qwen", |
| "params": 7, |
| "quantization": "Q4_K_M", |
| "minRamGb": 10, |
| "estimatedLoadGb": 5.5, |
| "runsLocally": true, |
| "openWeights": true, |
| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat, Coding", |
| "ollamaCommand": "ollama run qwen2.5:7b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Qwen2.5 14B Instruct", |
| "family": "Qwen", |
| "params": 14, |
| "quantization": "Q4_K_M", |
| "minRamGb": 20, |
| "estimatedLoadGb": 11, |
| "runsLocally": true, |
| "openWeights": true, |
| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Coding, Chat", |
| "ollamaCommand": "ollama run qwen2.5:14b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Llama 3.2 3B Instruct", |
| "family": "Llama", |
| "params": 3, |
| "quantization": "Q4_K_M", |
| "minRamGb": 6, |
| "estimatedLoadGb": 2.5, |
| "runsLocally": true, |
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| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat", |
| "ollamaCommand": "ollama run llama3.2:3b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Llama 3.1 8B Instruct", |
| "family": "Llama", |
| "params": 8, |
| "quantization": "Q4_K_M", |
| "minRamGb": 12, |
| "estimatedLoadGb": 6.5, |
| "runsLocally": true, |
| "openWeights": true, |
| "ggufDiy": false, |
| "runtimes": [ |
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| "lm-studio" |
| ], |
| "bestFor": "Chat, Coding", |
| "ollamaCommand": "ollama run llama3.1:8b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Llama 3.1 8B Instruct (Q5)", |
| "family": "Llama", |
| "params": 8, |
| "quantization": "Q5_K_M", |
| "minRamGb": 14, |
| "estimatedLoadGb": 8, |
| "runsLocally": true, |
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| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat, Coding", |
| "ollamaCommand": "ollama run llama3.1:8b-instruct-q5_K_M" |
| }, |
| { |
| "model": "Llama 3.1 70B Instruct", |
| "family": "Llama", |
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| "minRamGb": 48, |
| "estimatedLoadGb": 42, |
| "runsLocally": true, |
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| "ggufDiy": false, |
| "runtimes": [ |
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| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Quality, Coding", |
| "ollamaCommand": "ollama run llama3.1:70b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Mistral 7B Instruct", |
| "family": "Mistral", |
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| "quantization": "Q4_K_M", |
| "minRamGb": 10, |
| "estimatedLoadGb": 5.5, |
| "runsLocally": true, |
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| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat, Coding", |
| "ollamaCommand": "ollama run mistral:7b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Mixtral 8x7B Instruct", |
| "family": "Mistral", |
| "params": 46.7, |
| "quantization": "Q4_K_M", |
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| "estimatedLoadGb": 30, |
| "runsLocally": true, |
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| "lm-studio" |
| ], |
| "bestFor": "Coding, Quality", |
| "ollamaCommand": "ollama run mixtral:8x7b" |
| }, |
| { |
| "model": "Mistral Nemo 12B", |
| "family": "Mistral", |
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| "minRamGb": 18, |
| "estimatedLoadGb": 9.5, |
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| "llama.cpp", |
| "lm-studio" |
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| "bestFor": "Chat, Translation", |
| "ollamaCommand": "ollama run mistral-nemo:12b" |
| }, |
| { |
| "model": "Gemma 2 2B Instruct", |
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| "estimatedLoadGb": 1.8, |
| "runsLocally": true, |
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| "ggufDiy": false, |
| "runtimes": [ |
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| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat", |
| "ollamaCommand": "ollama run gemma2:2b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Gemma 2 9B Instruct", |
| "family": "Gemma", |
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| "quantization": "Q4_K_M", |
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| "estimatedLoadGb": 7, |
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| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Chat, Coding", |
| "ollamaCommand": "ollama run gemma2:9b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Gemma 2 27B Instruct", |
| "family": "Gemma", |
| "params": 27, |
| "quantization": "Q4_K_M", |
| "minRamGb": 28, |
| "estimatedLoadGb": 21, |
| "runsLocally": true, |
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| "ggufDiy": false, |
| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Quality, Coding", |
| "ollamaCommand": "ollama run gemma2:27b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Phi-3 Mini 3.8B", |
| "family": "Phi", |
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| "quantization": "Q4_K_M", |
| "minRamGb": 7, |
| "estimatedLoadGb": 3.2, |
| "runsLocally": true, |
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| "runtimes": [ |
| "ollama", |
| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Coding, Chat", |
| "ollamaCommand": "ollama run phi3:mini" |
| }, |
| { |
| "model": "Phi-3 Medium 14B", |
| "family": "Phi", |
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| "quantization": "Q4_K_M", |
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| "ggufDiy": false, |
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| "lm-studio" |
| ], |
| "bestFor": "Coding, Quality", |
| "ollamaCommand": "ollama run phi3:medium" |
| }, |
| { |
| "model": "Phi-4 14B", |
| "family": "Phi", |
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| "estimatedLoadGb": 11.5, |
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| "llama.cpp", |
| "lm-studio" |
| ], |
| "bestFor": "Coding, Quality", |
| "ollamaCommand": "ollama run phi4:14b-q4_K_M" |
| }, |
| { |
| "model": "Qwen2.5 Coder 7B", |
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| "quantization": "Q4_K_M", |
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| "runtimes": [ |
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| "lm-studio" |
| ], |
| "bestFor": "Coding", |
| "ollamaCommand": "ollama run qwen2.5-coder:7b" |
| }, |
| { |
| "model": "Qwen2.5 Coder 14B", |
| "family": "Qwen", |
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| "quantization": "Q4_K_M", |
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| }, |
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| }, |
| { |
| "model": "Qwen2.5 0.5B Instruct", |
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| "llama.cpp", |
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| ], |
| "bestFor": "Chat, Mobile", |
| "ollamaCommand": "ollama run qwen2.5:0.5b-instruct-q4_K_M" |
| }, |
| { |
| "model": "Gemma 3 1B Instruct", |
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| "quantization": "Q4_K_M", |
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| ], |
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| "ollamaCommand": "ollama run gemma3:1b" |
| }, |
| { |
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| "family": "Phi", |
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| }, |
| { |
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| ], |
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| "ollamaCommand": "ollama run smollm2:360m" |
| }, |
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| "ollamaCommand": "ollama run llama3.1:405b-instruct-q4_K_M" |
| }, |
| { |
| "model": "DeepSeek-R1 671B", |
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