SmolLM3 — Local AI Model by Hugging Face

Written by Jakub Rusinowski · Last updated September 6, 2026

Hugging Face's fully-open 3B: weights, training data, recipe and 100+ intermediate checkpoints all published. Dual-mode — a deep-thinking path for hard problems and a fast path for everything else — with 128K context and six natively supported languages. The reference model for anyone fine-tuning at the small end, which makes it the natural companion to the datasets hub.

Licence

LicenceWhat it permitsApplies to
Apache-2.0Commercial use permitted
Commercial use permitted. No usage restrictions beyond attribution.
SmolLM3 3B

Hardware Requirements

SmolLM3 3BMin 3 GB VRAM · Q4_K_M · 131,072 ctx · ollama run smollm3:3b

Recommended GPU

The cheapest GPU that runs SmolLM3 locally (min 3 GB VRAM) is the Intel Arc B570 (10 GB).

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Intel Arc B570 10GB
10 GB VRAM · 150 W board power
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How to Run Locally

Install Ollama then run: ollama run smollm3:3b

Minimum VRAM: 3 GB. For best results use Q4_K_M quantization.

SmolLM3 — Frequently Asked Questions

How much VRAM does SmolLM3 need?

SmolLM3 needs about 3 GB VRAM at Q4_K_M quantization for its smallest variant. Variants: SmolLM3 3B (3 GB, Q4_K_M). On Apple Silicon, unified memory counts toward this requirement.

Can I run SmolLM3 on an RTX 4090 (24 GB)?

Yes — SmolLM3 runs on an RTX 4090 (24 GB) and other 24 GB cards such as the RTX 3090. Smaller variants also fit comfortably on 8–16 GB GPUs at Q4_K_M.

What quantization should I use for SmolLM3?

Q4_K_M is the best balance of quality and VRAM for SmolLM3 in most cases. Choose Q8_0 for near-lossless quality if you have spare VRAM, or smaller quants (Q3/Q2) only when memory is tight.

How do I run SmolLM3 with Ollama?

Install Ollama, then run: ollama run smollm3:3b. This downloads SmolLM3 and starts a local, OpenAI-compatible endpoint — no internet connection is needed after the initial download.

Can I Run SmolLM3 on My GPU?