Written by Jakub Rusinowski · Last updated January 28, 2025
Model library → Mistral Family → Mistral Small 3 (24B)
The new standard for 24GB GPUs. Highly efficient and dense.
Mistral Small 3 (24B) needs about 15 GB of VRAM at Q4_K_M — quantized weights plus framework overhead, before any KV cache. On Apple Silicon that figure comes out of unified memory.
| Parameters | 24 Billion |
| Context window | 32,000 |
| Architecture | Dense |
| Provider | Mistral AI |
| Licence | Mistral Research |
| Specified at | Q4_K_M |
| System RAM | 32 GB |
| Record updated | 2025-01-28 |
Apache-2.0 — commercial use permitted. Commercial use permitted. No usage restrictions beyond attribution.
Modelled on a reference NVIDIA RTX 4090 (24 GB), at 8K context. Speed figures are ESTIMATES from the memory-bandwidth roofline described on the methodology page, not benchmarks we ran — rows marked measured come from published or reader-submitted runs. VRAM here includes the KV cache, so it reads higher than the headline figure above, which does not.
| Quant | Weights | VRAM needed | Est. speed | Fit on 24 GB |
|---|---|---|---|---|
| Q2_K | 7.9 GB | 10.6 GB | ~72 tok/s (est.) | Fits comfortably |
| Q3_K_M | 10.2 GB | 12.9 GB | ~59 tok/s (est.) | Fits comfortably |
| Q4_K_M | 14.5 GB | 17.2 GB | ~44 tok/s (est.) | Fits comfortably |
| Q5_K_M | 17.0 GB | 19.7 GB | ~38 tok/s (est.) | Fits comfortably |
| Q6_K | 19.7 GB | 22.4 GB | ~34 tok/s (est.) | Tight fit |
| Q8_0 | 25.5 GB | 28.2 GB | ~4 tok/s (est.) | Offloads to system RAM (slow) |
| F16 | 48.0 GB | 50.7 GB | ~2 tok/s (est.) | Offloads to system RAM (slow) |
Want the memory numbers alone, at every quantization level and your own context length? Use the Mistral Small 3 (24B) VRAM calculator.
or compare on Vast.ai from $0.35/hr (typical low · varies)
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The cheapest catalogued GPU that runs Mistral Small 3 (24B) is the AMD Radeon RX 9060 XT 16GB (16 GB).
Install Ollama, then run:
ollama run mistral-small
Weights on Hugging Face: mistralai/Mistral-Small-24B-Instruct-2501.
Best for: chat, rag.
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