aadityabuilds commited on
Commit
52b353c
·
1 Parent(s): 72529fd

Add COCO export script

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Files changed (1) hide show
  1. tools/export_coco.py +81 -0
tools/export_coco.py ADDED
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+ import argparse
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+ from pathlib import Path
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+ import orjson
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+ from datasets import load_dataset
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+
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+
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+ def export_split(ds, out_dir: Path, split_name: str):
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+ images_dir = out_dir / split_name / "images"
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+ ann_dir = out_dir / split_name / "annotations"
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+ images_dir.mkdir(parents=True, exist_ok=True)
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+ ann_dir.mkdir(parents=True, exist_ok=True)
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+
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+ images = []
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+ annotations = []
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+ categories = None
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+ ann_id = 1
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+
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+ for ex in ds:
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+ image_id = int(ex["image_id"])
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+ filename = ex["filename"]
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+ width = int(ex["width"])
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+ height = int(ex["height"])
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+
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+ # write image bytes
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+ (images_dir / filename).write_bytes(ex["image_bytes"])
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+
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+ images.append({
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+ "id": image_id,
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+ "file_name": filename,
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+ "width": width,
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+ "height": height,
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+ })
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+
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+ annos = orjson.loads(ex["coco_annotations"].encode("utf-8"))
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+ if categories is None:
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+ categories = orjson.loads(ex["coco_categories"].encode("utf-8"))
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+
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+ for a in annos:
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+ a = dict(a)
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+ a["id"] = ann_id
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+ ann_id += 1
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+ annotations.append(a)
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+
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+ coco = {
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+ "images": images,
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+ "annotations": annotations,
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+ "categories": categories or [],
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+ }
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+ (ann_dir / f"instances_{split_name}.json").write_bytes(orjson.dumps(coco))
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+ return len(images), len(annotations)
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+
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+
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+ def main():
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+ ap = argparse.ArgumentParser()
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+ ap.add_argument("--repo", required=True, help="HF dataset repo id, e.g. aadityabuilds/tree-distribution-shift")
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+ ap.add_argument("--config", required=True, help="config_name")
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+ ap.add_argument("--out", required=True, help="output directory")
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+ args = ap.parse_args()
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+
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+ out_dir = Path(args.out) / args.config
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+ out_dir.mkdir(parents=True, exist_ok=True)
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+
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+ # streaming=False ensures export writes locally
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+ train = load_dataset(args.repo, args.config, split="train", streaming=False)
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+ idt = load_dataset(args.repo, args.config, split="id_test", streaming=False)
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+ ood = load_dataset(args.repo, args.config, split="ood_test", streaming=False)
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+
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+ n_i, n_a = export_split(train, out_dir, "train")
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+ print(f"[train] images={n_i} annotations={n_a}")
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+
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+ n_i, n_a = export_split(idt, out_dir, "id_test")
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+ print(f"[id_test] images={n_i} annotations={n_a}")
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+
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+ n_i, n_a = export_split(ood, out_dir, "ood_test")
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+ print(f"[ood_test] images={n_i} annotations={n_a}")
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+
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+ print(f"COCO export written to: {out_dir}")
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+
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+
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+ if __name__ == "__main__":
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+ main()