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// Open-model VRAM table · family

SmolLM / SmolVLM: local deployment & VRAM

8 open-weight models from Hugging Face (27 official repos incl. quantised builds). At 4-bit they range from 0.8 GB (SmolLM2-135M) to 3.3 GB (SmolLM2-1.7B).

official orgs: HuggingFaceTBlatest 2025-07-08memory = estimate

01Text LLM (7)

ModelParamsContextBF164-bitSmallest GPU (4-bit)Mac (4-bit)LicenceReleased
SmolLM3-3B3.08B 64K 7.9 GB3.2 GB 8GB GPUMac 16GB Commercial OK2025-07-08
SmolLM2-135M135M 8K 1.0 GB0.8 GB 8GB GPUMac 16GB Commercial OK2024-10-31
SmolLM2-360M362M 8K 1.6 GB1.1 GB 8GB GPUMac 16GB Commercial OK2024-10-31
SmolLM2-1.7B1.71B 8K 5.9 GB3.3 GB 8GB GPUMac 16GB Commercial OK2024-10-30
SmolLM-135M135M 2K 1.0 GB0.8 GB 8GB GPUMac 16GB Commercial OK2024-07-14
SmolLM-360M362M 2K 1.6 GB1.1 GB 8GB GPUMac 16GB Commercial OK2024-07-14
SmolLM-1.7B1.71B 2K 5.9 GB3.3 GB 8GB GPUMac 16GB Commercial OK2024-07-14

02Vision-language (1)

ModelParamsContextBF164-bitSmallest GPU (4-bit)Mac (4-bit)LicenceReleased
SmolVLM2-2.2B-Instruct2.25B 8K 5.4 GB2.0 GB 8GB GPUMac 16GB Commercial OK2025-02-08

03Other families

Qwen · IBM Granite · NVIDIA Nemotron · Gemma · Mistral / Magistral / Devstral · GLM / CogVideoX (Z.ai) · DeepSeek · Ai2 OLMo / Molmo · Ant Ling / Ring / Ming · Liquid LFM · MiniCPM / VoxCPM · Tencent Hunyuan / Hy · Phi · Llama · Meituan LongCat · Jina embeddings & rerankers · Wan · Kimi · Cohere Command / Aya · Xiaomi MiMo · FLUX · Microsoft VibeVoice / Fara / Harrier · InternLM / Intern-S · StepFun Step · MiniMax · Baidu ERNIE · NVIDIA Parakeet / Canary speech · Stable Diffusion / Stable Audio · Yi (01.AI) · ByteDance Seed · BGE embeddings & rerankers · LTX Video · FunAudioLLM speech · gpt-oss · poolside Laguna · Whisper · Baichuan · Thinking Machines Inkling · xAI Grok · rednote dots

Totals include 10% + 0.5GB overhead and one 8K-token KV cache for text models. Estimates only. Method →

Data updated: Self-host open models(UTC+8)