SmolLM2-135M
HuggingFaceTBapache-2.0text

SmolLM2-135M

Updated Jun 7, 2026
Parameters
0.1B
Context
8,192
License
apache-2.0
Updated
Jun 7, 2026

Will it run on your hardware?

Pick your GPU memory - see which quantizations fit, and the cheapest card for the rest

Runs on your 24 GB - best at Q4_K_M
1 of 1 quantizations fit SmolLM2-135M with real runtime overhead.
Q4_K_M
0.1 GB
fits tight too big

Need an exact figure for your context length? Use the VRAM calculator.

Run it locally

Copy-paste - running in under a minute

vLLMOpenAI-compatible API
vllm serve HuggingFaceTB/SmolLM2-135M

New to this? Start with Ollama · serve to many users with vLLM.

Deep dive

Notes, sources, and the full write-up

SmolLM2-135M is a 0.1B-parameter apache-2.0 model from HuggingFaceTB. At Q4_K_M it needs roughly 0 GB of VRAM, placing it in the CPU / ≤4 GB hardware tier.

Popularity

SmolLM2-135M has 1,503,886 downloads in the last month on HuggingFace and 197 likes.

Frequently asked

Quick answers to common questions

How much VRAM does SmolLM2-135M need?

SmolLM2-135M with 0.1B parameters needs approximately 0 GB at Q4_K_M quantization. Use our VRAM calculator for an exact estimate.

Is SmolLM2-135M better than other HuggingFaceTB models?

SmolLM2-135M has 0.1B parameters with 8,192 context - a strong choice for general use.

What license is SmolLM2-135M under?

SmolLM2-135M is released under the apache-2.0 license, making it suitable for most commercial and personal projects.

What hardware runs SmolLM2-135M well?

With 0.1B parameters, SmolLM2-135M requires adequate VRAM. High-end GPUs like the RTX 4090 (24GB), RTX 5090 (32GB), or Mac Studio with unified memory are good options. Check our hardware directory for specific recommendations.

What is the best quantization for SmolLM2-135M?

Q4_K_M is the recommended sweet spot - ~98% of FP16 quality at ~27% of the size. Q5_K_M (~0 GB) is an option if you have spare VRAM. Use our VRAM calculator to compare.

What models compete with SmolLM2-135M?

SmolLM2-135M competes with other models in its class. Browse our model directory for comparisons, benchmarks, and community reviews to find the best fit.

Nearby options

Similar models and compatible hardware by spec

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