import argparse import json import os import shutil from pathlib import Path def copy_or_link(src: Path, dst: Path, mode: str) -> None: dst.parent.mkdir(parents=True, exist_ok=True) if dst.exists(): return if mode == "hardlink": try: os.link(src, dst) return except OSError: pass shutil.copy2(src, dst) def main(): parser = argparse.ArgumentParser() parser.add_argument("--src", default=".", help="Original hf_dataset directory") parser.add_argument("--dst", default="../hf_dataset_sharded", help="Output sharded dataset directory") parser.add_argument("--group-size", type=int, default=5000, help="Images per subdirectory") parser.add_argument("--mode", choices=["copy", "hardlink"], default="hardlink") args = parser.parse_args() src = Path(args.src).resolve() dst = Path(args.dst).resolve() metadata_in = src / "metadata.jsonl" metadata_out = dst / "metadata.jsonl" if not metadata_in.exists(): raise FileNotFoundError(f"Cannot find {metadata_in}") if dst.exists(): raise FileExistsError(f"{dst} already exists. Delete it first or choose another --dst.") dst.mkdir(parents=True) # Copy root files and folders except images/ and metadata.jsonl. for item in src.iterdir(): if item.name in {"images", "metadata.jsonl"}: continue target = dst / item.name if item.is_dir(): shutil.copytree(item, target) else: shutil.copy2(item, target) count = 0 missing = [] with metadata_in.open("r", encoding="utf-8") as fin, metadata_out.open("w", encoding="utf-8", newline="\n") as fout: for idx, line in enumerate(fin): if not line.strip(): continue row = json.loads(line) old_rel = Path(row["file_name"].replace("\\", "/")) old_img = src / old_rel if not old_img.exists(): missing.append(str(old_rel)) continue part_name = f"part-{idx // args.group_size:05d}" new_rel = Path("images") / part_name / old_rel.name new_img = dst / new_rel copy_or_link(old_img, new_img, args.mode) row["file_name"] = new_rel.as_posix() fout.write(json.dumps(row, ensure_ascii=False) + "\n") count += 1 print(f"Done. Wrote {count} samples to {dst}") print(f"New metadata: {metadata_out}") if missing: print(f"Missing images: {len(missing)}") for x in missing[:20]: print(" ", x) raise SystemExit(1) if __name__ == "__main__": main()