download_model.py

from huggingface_hub import hf_hub_download

path = hf_hub_download(
    repo_id="Rohit-Katkar2003/llama3.2-1b-text-2-sql",  # quantized version
    filename="llama-3.2-1b-instruct.Q4_K_M.gguf",    # ~800MB, good quality
    local_dir="MODELS/gguf"
)
print(f"Downloaded to: {path}")