See the full model card for training details, intended use, and limitations. For a lighter footprint, consider the 8B GGUF. For Nigeria-specific accuracy, use these weights with the Naija-Petro RAG system.

Available quantizations

File suffix	Method	Notes
`Q4_K_M`	4-bit (k-quant, medium)	Smallest; recommended default for 32B on limited RAM/VRAM
`Q5_K_M`	5-bit (k-quant, medium)	Higher quality, larger
`Q8_0`	8-bit	Near-lossless; largest and slowest

32B GGUF files are large. Q4_K_M is the practical choice for most machines; ensure you have enough RAM/VRAM + disk for the chosen quant.

Usage

Ollama

ollama run hf.co/Shinzmann/naija-petro-GGUF:Q4_K_M

llama.cpp

bash

./llama-cli -hf Shinzmann/naija-petro-GGUF:Q4_K_M \
  -p "What are the screening criteria for CO2 EOR?" -c 4096

License

Apache-2.0 (inherited from Qwen3-32B). Validate outputs with qualified engineers before operational use.