Datasets:
Download prepare_dataset.py from xiningning/astrasr_data: direct link, hf CLI and curl.
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- Download file 4.16 kB
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https://huggingface.co/datasets/xiningning/astrasr_data/resolve/main/prepare_dataset.py
- Command line
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hf download hf://datasets/xiningning/astrasr_data/prepare_dataset.py
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curl -L -o prepare_dataset.py https://huggingface.co/datasets/xiningning/astrasr_data/resolve/main/prepare_dataset.py
4.16 kB
| """Download, verify and extract selected splits of the public release.""" | |
| from __future__ import annotations | |
| import argparse | |
| import json | |
| import sys | |
| import tarfile | |
| from pathlib import Path | |
| # GitHub: scripts/prepare_dataset.py; HF: prepare_dataset.py beside release_utils.py. | |
| sys.path.insert(0, str(Path(__file__).resolve().parent.parent)) | |
| from release_utils import (ARTIFACTS, COUNTS, INDEX_SHA, PROTOCOL_SHA, REPO, | |
| REVISION, SUMS_SHA, LICENSE_REVISION, LICENSE_FILES, | |
| check_hash, contained_path, write_records) | |
| def selected_archives(root, splits, sums): | |
| selected = sorted(name for name in sums if name.endswith('.tar.gz') | |
| and name.split('-', 1)[0] in splits) | |
| if any(not any(name.startswith(s + '-') for name in selected) for s in splits): | |
| raise ValueError('Checksum manifest is missing a requested split') | |
| paths = [contained_path(root / 'archives', name) for name in selected] | |
| for path in paths: | |
| check_hash(path, sums[path.name]) | |
| return paths | |
| def main(): | |
| parser = argparse.ArgumentParser(description=__doc__) | |
| parser.add_argument('--local-dir', type=Path, default=Path('astrasr_data')) | |
| parser.add_argument('--splits', nargs='+', choices=COUNTS, default=['val', 'test']) | |
| parser.add_argument('--download-only', action='store_true') | |
| parser.add_argument('--local-only', action='store_true', help='Verify/extract an existing download') | |
| parser.add_argument('--artifacts', action='store_true', help='Also download weights and the PSF bank') | |
| parser.add_argument('--remove-archives', action='store_true', help='Remove verified archives after extraction') | |
| parser.add_argument('--keep-archives', action='store_true', help='Archives are kept by default') | |
| args = parser.parse_args() | |
| if args.remove_archives and args.keep_archives: | |
| parser.error('--remove-archives conflicts with --keep-archives') | |
| if not hasattr(tarfile, 'data_filter'): | |
| parser.error('Use Python 3.12+ or a patched Python with tarfile.data_filter') | |
| root = args.local_dir.resolve() | |
| if not args.local_only: | |
| from huggingface_hub import snapshot_download | |
| patterns = ['SHA256SUMS.txt', 'dataset_index.jsonl', 'x2_dataset_protocol_lrdegrade_v2.json'] | |
| patterns += [f'archives/{split}-*.tar.gz' for split in args.splits] | |
| if args.artifacts: | |
| patterns += list(ARTIFACTS) | |
| snapshot_download(REPO, repo_type='dataset', revision=REVISION, | |
| local_dir=str(root), allow_patterns=patterns, max_workers=2) | |
| snapshot_download(REPO, repo_type='dataset', revision=LICENSE_REVISION, | |
| local_dir=str(root), allow_patterns=list(LICENSE_FILES), max_workers=2) | |
| for name, digest in LICENSE_FILES.items(): | |
| check_hash(root / name, digest) | |
| check_hash(root / 'SHA256SUMS.txt', SUMS_SHA) | |
| check_hash(root / 'dataset_index.jsonl', INDEX_SHA) | |
| check_hash(root / 'x2_dataset_protocol_lrdegrade_v2.json', PROTOCOL_SHA) | |
| sums = {} | |
| for line in (root / 'SHA256SUMS.txt').read_text(encoding='utf-8').splitlines(): | |
| digest, name = line.split(None, 1) | |
| sums[name.strip()] = digest | |
| archives = selected_archives(root, set(args.splits), sums) | |
| if args.artifacts: | |
| for name, digest in ARTIFACTS.items(): | |
| check_hash(root / name, digest) | |
| print(f'Verified {len(archives)} requested archives at revision {REVISION}', flush=True) | |
| if args.download_only: | |
| return | |
| output = root / 'extracted' | |
| output.mkdir(parents=True, exist_ok=True) | |
| for archive in archives: | |
| print(f'Extracting {archive.name}', flush=True) | |
| with tarfile.open(archive, 'r:gz') as stream: | |
| stream.extractall(output, filter='data') | |
| records = write_records(root, args.splits) | |
| if args.remove_archives: | |
| for archive in archives: | |
| archive.unlink() | |
| print(json.dumps({'records': str(records), 'splits': sorted(set(args.splits)), | |
| 'note': 'Local index paths differ from the historical server index.'})) | |
| if __name__ == '__main__': | |
| main() | |