"""Load one checksum-verified histogram locally or from a Hugging Face dataset.""" import argparse import csv import hashlib from pathlib import Path import h5py def main(): parser = argparse.ArgumentParser(description=__doc__) source = parser.add_mutually_exclusive_group() source.add_argument('--root', type=Path, default=Path(__file__).resolve().parents[1]) source.add_argument('--repo-id', help='Published Hugging Face dataset ID: owner/name') parser.add_argument('--revision', default='main', help='Use a commit hash for reproducibility') parser.add_argument('--source', choices=['synthetic', 'experimental'], default='experimental') parser.add_argument('--fold', help='For example: fold_1') parser.add_argument('--split', choices=['train', 'validation', 'test', 'unassigned']) args = parser.parse_args() def resolve(filename): if args.repo_id: from huggingface_hub import hf_hub_download return Path(hf_hub_download(repo_id=args.repo_id, filename=filename, repo_type='dataset', revision=args.revision)) return args.root / filename with resolve('manifest.csv').open(newline='') as handle: row = next((r for r in csv.DictReader(handle) if r['source'] == args.source and (not args.fold or r['fold'] == args.fold) and (not args.split or r['split'] == args.split)), None) if row is None: parser.error('No sample matches the requested source, fold, and split') filename = resolve(row['path']) if hashlib.sha256(filename.read_bytes()).hexdigest() != row['sha256']: raise ValueError(f'Checksum mismatch: {filename}') with h5py.File(filename, 'r') as handle: histogram = handle[row['h5_key']][()] expected_shape = tuple(int(row[k]) for k in ('height', 'width', 'bins')) if histogram.shape != expected_shape or str(histogram.dtype) != row['dtype']: raise ValueError(f'Schema mismatch: {filename}') print(f"{row['path']}\nlabel={row['label_name']} ({row['label']}), " f"fold={row['fold'] or 'none'}, split={row['split']}\n" f"shape={histogram.shape}, dtype={histogram.dtype}, sha256=verified") if __name__ == '__main__': main()