#!/usr/bin/env python3 """Create a checksummed luminance-normalized YOLO dataset without changing labels/splits.""" from __future__ import annotations import argparse import hashlib import json import shutil from pathlib import Path from PIL import Image def sha256(path: Path) -> str: digest = hashlib.sha256() with path.open("rb") as stream: for chunk in iter(lambda: stream.read(1024 * 1024), b""): digest.update(chunk) return digest.hexdigest() def main() -> int: parser = argparse.ArgumentParser() parser.add_argument("--summary", type=Path, required=True) parser.add_argument("--output-dir", type=Path, required=True) parser.add_argument("--force", action="store_true") args = parser.parse_args() if args.output_dir.exists(): if not args.force: raise SystemExit(f"Output exists: {args.output_dir}") shutil.rmtree(args.output_dir) args.output_dir.mkdir(parents=True) summary = json.loads(args.summary.read_text(encoding="utf-8")) converted = 0 for tile in summary["tiles"]: split = tile["split"] source_image = Path(tile["image_path"]) source_label = Path(tile["label_path"]) image_target = args.output_dir / "images" / split / source_image.name label_target = args.output_dir / "labels" / split / source_label.name image_target.parent.mkdir(parents=True, exist_ok=True) label_target.parent.mkdir(parents=True, exist_ok=True) with Image.open(source_image) as image: image.convert("L").convert("RGB").save(image_target) shutil.copyfile(source_label, label_target) tile["image_path"] = str(image_target) tile["label_path"] = str(label_target) converted += 1 dataset_yaml = args.output_dir / "dataset.yaml" dataset_yaml.write_text( f"path: {args.output_dir}\ntrain: images/train\nval: images/val\nnames:\n 0: building\n", encoding="utf-8", ) summary.update( { "output_dir": str(args.output_dir), "dataset_yaml": str(dataset_yaml), "preprocessing": "luminance_rgb_replicated", "source_summary": str(args.summary), "source_summary_sha256": sha256(args.summary), } ) output_summary = args.output_dir / "yolo_tile_dataset_summary.json" output_summary.write_text(json.dumps(summary, indent=2), encoding="utf-8") evidence = { "schema_version": 1, "status": "ok", "preprocessing": "luminance_rgb_replicated", "source_summary": str(args.summary), "source_summary_sha256": sha256(args.summary), "converted_tile_count": converted, "output_summary": str(output_summary), "output_summary_sha256": sha256(output_summary), "dataset_yaml": str(dataset_yaml), } (args.output_dir / "grayscale-dataset-evidence.json").write_text( json.dumps(evidence, indent=2), encoding="utf-8" ) print(json.dumps(evidence, indent=2)) return 0 if __name__ == "__main__": raise SystemExit(main())