""" Create local dataset folders for focused plastic/glass improvement work. Usage: python scripts/init_local_focus.py python scripts/init_local_focus.py --root data """ import argparse from pathlib import Path LOCAL_BOOST_CLASSES = ["plastic", "glass"] LOCAL_TEST_CLASSES = ["plastic", "glass", "unknown"] def ensure_dirs(paths: list[Path]) -> None: for path in paths: path.mkdir(parents=True, exist_ok=True) keep_path = path / ".gitkeep" keep_path.touch(exist_ok=True) def main() -> None: parser = argparse.ArgumentParser(description="Create focused local dataset folders.") parser.add_argument("--root", default="data", help="Base data directory") args = parser.parse_args() root = Path(args.root) local_boost_root = root / "local_boost" local_test_root = root / "local_test_focus" ensure_dirs([local_boost_root / class_name for class_name in LOCAL_BOOST_CLASSES]) ensure_dirs([local_test_root / class_name for class_name in LOCAL_TEST_CLASSES]) print("Created local dataset folders:") print(f" boost: {local_boost_root.resolve()}") print(f" test : {local_test_root.resolve()}") print("\nRecommended use:") print(" data/local_boost/plastic -> hard plastic examples for retraining") print(" data/local_boost/glass -> hard glass examples for retraining") print(" data/local_test_focus/* -> held-out evaluation images, not training") if __name__ == "__main__": main()