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Upload parquet_to_raw.py with huggingface_hub

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  1. parquet_to_raw.py +70 -0
parquet_to_raw.py ADDED
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+ """
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+ Convert a parquet-format HuggingFace PMD dataset back to raw image files.
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+
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+ Input: an HF repo ID OR a local directory saved with save_to_disk()
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+ Output: PMD/{split}/{image,mask,edge}/<image_id>.{jpg,png}
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+ """
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+ import argparse
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+ from pathlib import Path
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+
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+ from datasets import load_dataset, load_from_disk
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+
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+ # split -> has_edge
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+ SPLITS = {
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+ "train": True,
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+ "test": False,
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+ }
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+
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+
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+ def save_split(ds, split: str, has_edge: bool, out_dir: Path):
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+ split_dir = out_dir / split
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+ img_dir = split_dir / "image"; img_dir.mkdir(parents=True, exist_ok=True)
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+ mask_dir = split_dir / "mask"; mask_dir.mkdir(parents=True, exist_ok=True)
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+ edge_dir = split_dir / "edge" if has_edge else None
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+ if edge_dir: edge_dir.mkdir(parents=True, exist_ok=True)
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+
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+ for i, sample in enumerate(ds):
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+ stem = sample.get("image_id") or f"{i:06d}"
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+
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+ sample["image"].save(img_dir / f"{stem}.jpg")
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+ sample["mask"].save(mask_dir / f"{stem}.png")
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+
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+ if has_edge and sample.get("edge") is not None:
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+ sample["edge"].save(edge_dir / f"{stem}.png")
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+
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+ if (i + 1) % 100 == 0:
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+ print(f" {i + 1}/{len(ds)}")
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+
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+ print(f" saved {len(ds)} samples -> {split_dir}")
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+
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+
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+ def main():
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+ parser = argparse.ArgumentParser(description="Convert parquet PMD dataset to raw images")
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+ src = parser.add_mutually_exclusive_group(required=True)
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+ src.add_argument("--repo", help="HuggingFace repo ID, e.g. garrying/PMD")
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+ src.add_argument("--local", help="Path to a directory saved with save_to_disk()")
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+ parser.add_argument("--out", default="PMD", help="Output root directory (default: ./PMD)")
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+ parser.add_argument("--splits", nargs="+", choices=list(SPLITS), default=list(SPLITS),
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+ help="Which splits to convert (default: all)")
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+ args = parser.parse_args()
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+
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+ out_dir = Path(args.out)
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+ out_dir.mkdir(parents=True, exist_ok=True)
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+
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+ for split in args.splits:
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+ has_edge = SPLITS[split]
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+ print(f"\nLoading {split}...")
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+
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+ if args.repo:
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+ ds = load_dataset(args.repo, split=split)
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+ else:
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+ ds = load_from_disk(str(Path(args.local) / split))
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+
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+ print(f" {len(ds)} samples — saving images...")
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+ save_split(ds, split, has_edge, out_dir)
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+
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+ print(f"\nDone! Raw files in: {out_dir.resolve()}")
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+
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+
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+ if __name__ == "__main__":
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+ main()