Datasets:
Claude Opus 5 (1M context)
[src,script] feat: ship QC figures in separate opt-in archives, keeping every published file under the 50 GB Hub limit
b040668 Download scripts/split_qc_figures.py from YongchengYAO/MedVision: direct link, hf CLI and curl.
- Browser
- Download file 10.1 kB
-
https://huggingface.co/datasets/YongchengYAO/MedVision/resolve/main/scripts/split_qc_figures.py
- Command line
-
hf download hf://datasets/YongchengYAO/MedVision/scripts/split_qc_figures.py
-
curl -L -o split_qc_figures.py https://huggingface.co/datasets/YongchengYAO/MedVision/resolve/main/scripts/split_qc_figures.py
10.1 kB
| """Split the QC figures out of the dataset annotation archives. | |
| Datasets/<name>.zip used to carry the annotations AND the per-slice QC figures in | |
| one file. The figures are ~99% of the payload -- 298 GB of PNG against 3 GB of | |
| annotation -- MedVision.py never reads them, and at v1.4.0 two archives outgrew | |
| HuggingFace's 50 GB per-file limit purely because of them: | |
| BraTS24.zip 72.58 GB (71.89 GB figures, 0.42 GB annotations) | |
| MSD.zip 51.35 GB (50.97 GB figures, 0.28 GB annotations) | |
| Both were rejected with HTTP 422 and took the whole push down with them. | |
| This rewrites every figure-bearing archive into | |
| Datasets/<name>.zip annotations only | |
| Datasets/<name>_fig.zip the figures, when they fit in one file | |
| Datasets/<name>_fig.partNN.zip ...otherwise, sharded under --shard-bytes | |
| Sharding is needed because two of the figure sets are themselves over the limit. | |
| The shards are independent, self-contained archives -- NOT `zip -s` split volumes, | |
| which are useless on their own and need reassembly before they can be read. | |
| Arcnames are preserved EXACTLY. MedVision.py extracts the dataset archive with | |
| `extractall(<data_dir>/Datasets)`, so restoring the figures is the same call on | |
| the figure archives: every entry lands back where it is today. The archive is the | |
| position map, so there is no path rewriting to get wrong and re-running is | |
| harmless. That is the whole reason the split is done at the archive level rather | |
| than by moving directories around after extraction. | |
| A zip with no figure entries is left untouched, so a second run is a no-op and | |
| costs nothing but a central-directory read. | |
| Usage: | |
| python scripts/split_qc_figures.py --datasets-dir Datasets | |
| python scripts/split_qc_figures.py --datasets-dir Datasets --dry-run | |
| python scripts/split_qc_figures.py --datasets-dir Datasets --workers 4 | |
| """ | |
| import argparse | |
| import concurrent.futures | |
| import os | |
| import re | |
| import shutil | |
| import sys | |
| import zipfile | |
| # A path COMPONENT that is a figure directory: 'Landmarks-Label1-fig-v1.4.0', | |
| # 'Landmarks-fig', 'Landmarks-fig-w-projection'. The leading hyphen is what keeps | |
| # this off innocent names -- 'config' contains 'fig' but not '-fig'. Matched at | |
| # ANY depth: most datasets nest <dataset>/<figdir>/, but BraTS24 and MSD carry a | |
| # subset level in between (BraTS24/BraTS24-GLI/<figdir>/). | |
| FIG_COMPONENT = re.compile(r"-fig(?:-|$)") | |
| # HuggingFace rejects any single file over 50 GB (decimal). 40 GB leaves room and | |
| # keeps a shard downloadable in one sitting. Note the units: MSD's figure set is | |
| # 47.5 GiB, which reads as "under 50" but is 51.0 GB and was rejected. | |
| DEFAULT_SHARD_BYTES = 40_000_000_000 | |
| def is_figure_entry(name): | |
| """True when any component of the archive path is a QC-figure directory.""" | |
| return any(FIG_COMPONENT.search(c) for c in name.split("/")) | |
| def plan_shards(infos, shard_bytes): | |
| """Greedily pack figure entries into shards of at most `shard_bytes`. | |
| Packing is by stored (compressed) size, which for these archives is also the | |
| on-disk size: the entries are PNG, so 2.04M of 2.21M are already ZIP_STORED | |
| and deflate buys 0.3% on the rest. An entry larger than shard_bytes still | |
| gets its own shard rather than being dropped. | |
| """ | |
| shards = [[]] | |
| used = 0 | |
| for info in infos: | |
| size = info.compress_size | |
| if shards[-1] and used + size > shard_bytes: | |
| shards.append([]) | |
| used = 0 | |
| shards[-1].append(info) | |
| used += size | |
| return [s for s in shards if s] | |
| def copy_entries(src_zip, infos, out_path): | |
| """Copy `infos` from an open ZipFile into a new archive at `out_path`. | |
| Entries are streamed rather than read whole, and the original ZipInfo is | |
| reused so compress_type, timestamp and permission bits survive. CRC and sizes | |
| are recomputed by zipfile as it writes, which is what makes the verify pass | |
| below meaningful rather than circular. | |
| """ | |
| with zipfile.ZipFile(out_path, "w", allowZip64=True) as zout: | |
| for info in infos: | |
| if info.is_dir(): | |
| # Streaming a directory entry through open(mode="w") is not | |
| # meaningful; write the zero-length record directly. | |
| zout.writestr(info, b"") | |
| continue | |
| with src_zip.open(info) as src, zout.open(info, "w") as dst: | |
| shutil.copyfileobj(src, dst, 1024 * 1024) | |
| def verify(source_index, out_paths): | |
| """Assert the outputs together reproduce the source archive exactly. | |
| Compares name -> (CRC, uncompressed size) across the union of the outputs | |
| against the index taken from the source before it was rewritten. Catches a | |
| dropped entry, a duplicated entry, a truncated stream and a misrouted figure | |
| in one check. | |
| """ | |
| seen = {} | |
| for path in out_paths: | |
| with zipfile.ZipFile(path) as zf: | |
| for info in zf.infolist(): | |
| if info.filename in seen: | |
| raise AssertionError( | |
| f"entry duplicated across outputs: {info.filename}" | |
| ) | |
| seen[info.filename] = (info.CRC, info.file_size) | |
| if seen != source_index: | |
| missing = set(source_index) - set(seen) | |
| extra = set(seen) - set(source_index) | |
| changed = [ | |
| n for n in set(seen) & set(source_index) if seen[n] != source_index[n] | |
| ] | |
| raise AssertionError( | |
| f"outputs do not reproduce the source: " | |
| f"{len(missing)} missing, {len(extra)} unexpected, {len(changed)} corrupt" | |
| + (f" | first missing: {sorted(missing)[:3]}" if missing else "") | |
| + (f" | first corrupt: {sorted(changed)[:3]}" if changed else "") | |
| ) | |
| def split_one(zip_path, shard_bytes, dry_run): | |
| """Split one dataset archive. Returns a one-line report.""" | |
| name = os.path.basename(zip_path)[: -len(".zip")] | |
| out_dir = os.path.dirname(zip_path) | |
| with zipfile.ZipFile(zip_path) as zf: | |
| infos = zf.infolist() | |
| fig = [i for i in infos if is_figure_entry(i.filename)] | |
| keep = [i for i in infos if not is_figure_entry(i.filename)] | |
| if not fig: | |
| return f"{name:<24} no figures, untouched" | |
| fig_bytes = sum(i.compress_size for i in fig) | |
| keep_bytes = sum(i.compress_size for i in keep) | |
| shards = plan_shards(fig, shard_bytes) | |
| if len(shards) == 1: | |
| shard_names = [f"{name}_fig.zip"] | |
| else: | |
| shard_names = [ | |
| f"{name}_fig.part{n:02d}.zip" for n in range(1, len(shards) + 1) | |
| ] | |
| if dry_run: | |
| return ( | |
| f"{name:<24} {len(keep):>7} keep ({keep_bytes/1e9:6.2f} GB) | " | |
| f"{len(fig):>8} fig ({fig_bytes/1e9:6.2f} GB) -> {', '.join(shard_names)}" | |
| ) | |
| # Index the source before anything is written, so verification compares | |
| # against the archive as it was, not against what we just produced. | |
| source_index = {i.filename: (i.CRC, i.file_size) for i in infos} | |
| # Everything is staged to .tmp and only swapped in once the whole set | |
| # verifies. A crash mid-run therefore leaves the original archive intact. | |
| tmp_dataset = os.path.join(out_dir, f"{name}.zip.tmp") | |
| tmp_shards = [os.path.join(out_dir, f"{s}.tmp") for s in shard_names] | |
| try: | |
| copy_entries(zf, keep, tmp_dataset) | |
| for shard_infos, tmp_shard in zip(shards, tmp_shards): | |
| copy_entries(zf, shard_infos, tmp_shard) | |
| verify(source_index, [tmp_dataset] + tmp_shards) | |
| except BaseException: | |
| for p in [tmp_dataset] + tmp_shards: | |
| if os.path.exists(p): | |
| os.remove(p) | |
| raise | |
| os.replace(tmp_dataset, zip_path) | |
| for tmp_shard, shard_name in zip(tmp_shards, shard_names): | |
| os.replace(tmp_shard, os.path.join(out_dir, shard_name)) | |
| produced = " ".join( | |
| f"{s}={os.path.getsize(os.path.join(out_dir, s))/1e9:.2f}GB" for s in shard_names | |
| ) | |
| return ( | |
| f"{name:<24} {os.path.getsize(zip_path)/1e9:6.2f} GB annotations | {produced}" | |
| ) | |
| def main(argv=None): | |
| ap = argparse.ArgumentParser(description=__doc__.splitlines()[0]) | |
| ap.add_argument( | |
| "--datasets-dir", required=True, help="directory holding <name>.zip" | |
| ) | |
| ap.add_argument( | |
| "--shard-bytes", | |
| type=int, | |
| default=DEFAULT_SHARD_BYTES, | |
| help=f"max bytes per figure shard (default {DEFAULT_SHARD_BYTES})", | |
| ) | |
| ap.add_argument("--dry-run", action="store_true", help="report, write nothing") | |
| ap.add_argument( | |
| "--workers", type=int, default=1, help="datasets to process in parallel" | |
| ) | |
| args = ap.parse_args(argv) | |
| if args.shard_bytes > 50_000_000_000: | |
| ap.error("--shard-bytes above HuggingFace's 50 GB per-file limit") | |
| zips = sorted( | |
| os.path.join(args.datasets_dir, f) | |
| for f in os.listdir(args.datasets_dir) | |
| if f.endswith(".zip") and "_fig" not in f | |
| ) | |
| if not zips: | |
| ap.error(f"no dataset archives found in {args.datasets_dir}") | |
| failures = 0 | |
| if args.workers > 1 and not args.dry_run: | |
| with concurrent.futures.ProcessPoolExecutor(args.workers) as pool: | |
| futures = { | |
| pool.submit(split_one, z, args.shard_bytes, args.dry_run): z | |
| for z in zips | |
| } | |
| for fut in concurrent.futures.as_completed(futures): | |
| try: | |
| print(fut.result(), flush=True) | |
| except Exception as e: | |
| failures += 1 | |
| print(f"FAILED {os.path.basename(futures[fut])}: {e}", flush=True) | |
| else: | |
| for z in zips: | |
| try: | |
| print(split_one(z, args.shard_bytes, args.dry_run), flush=True) | |
| except Exception as e: | |
| failures += 1 | |
| print(f"FAILED {os.path.basename(z)}: {e}", flush=True) | |
| return 1 if failures else 0 | |
| if __name__ == "__main__": | |
| sys.exit(main()) | |