SmolLM3-3B on AMD/Nvidia GPU For Low VRAM (6GB/8GB)

The fastest method for installing this model locally is by using Docker.

Make sure you implement the steps mentioned below.

The engine will automatically fetch large dependencies in the background.

The engine benchmarks your hardware to apply the most effective operational mode.

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  • CPU: AVX2/AVX-512 instruction set required for llama.cpp
  • RAM: minimum 16 GB for stable 8B model loading
  • Disk Space: free: 80 GB on system drive for scratch space
  • GPU: 16 GB+ video memory highly recommended for exl2 / AWQ formats

SmolLM3-3B is a compact language model designed for efficient inference on consumer hardware. It leverages a refined architecture that balances parameter count and context length, delivering strong performance in both reasoning and generation tasks. The model supports up to 8K tokens of context, enabling it to handle longer dialogues and documents without truncation. Benchmarks show it outperforms similarly sized models in multilingual understanding and code generation. Its training pipeline incorporates extensive data filtering and instruction tuning, resulting in coherent and factual outputs. The compact footprint makes it ideal for deployment in edge devices and research prototypes.

Parameter Value
Parameters 3 B
Context Length 8K tokens
Training Data ≈1.5 TB filtered corpus
Inference Speed ~120 tokens/s on GPU
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