import requests, io, os
H = "https://huggingface.co"
from PIL import Image
from huggingface_hub import HfApi
tok = os.environ["HF_TOKEN"]
api = HfApi(token=tok, endpoint=H)

def raster(pgn):
    key = "page_%04d.jpg" % pgn
    r = requests.get(H + f"/datasets/bep40/grob-products-updated/resolve/main/catpages/imudex-2026/{key}", timeout=120)
    return Image.open(io.BytesIO(r.content))

pgw, pgh = 1133.86, 793.70
img = raster(80)  # page 81
sx = img.size[0]/pgw; sy = img.size[1]/pgh

regions = {
    "topleft_pantry": (57,73,228,235),
    "topright_drain": (622,79,809,203),
    "midleft_pullup": (57,302,228,440),
    "bottomleft_plastic": (57,532,244,645),
}
for name, box in regions.items():
    px=(int(box[0]*sx), int(box[1]*sy), int(box[2]*sx), int(box[3]*sy))
    cr = img.crop(px); cr.thumbnail((300,300), Image.LANCZOS)
    buf = io.BytesIO(); cr.convert("RGB").save(buf, "JPEG", quality=85)
    api.upload_file(path_or_fileobj=buf.getvalue(), path_in_repo=f"debug_regions/{name}.jpg",
        repo_id="bep40/grob-products-updated", repo_type="dataset",
        commit_message=f"region {name} page81")
    print("uploaded", name, px, cr.size)
print("DONE")