#!/usr/bin/env python3 """Unpack the frame archives of this dataset and (optionally) write a parquet with absolute frame paths. python extract_frames.py # unzip frames_zip/*.zip -> ./frames//000.jpg ... 031.jpg python extract_frames.py --abs # also write train.abs.parquet (frame paths made absolute; needs pyarrow) python extract_frames.py --out /data # extract somewhere else (frames end up in /data/frames) `train.parquet` stores frame paths relative to the extraction root (`frames//NNN.jpg`). """ import argparse import glob import hashlib import json import os import zipfile HERE = os.path.dirname(os.path.abspath(__file__)) def sha256(path): h = hashlib.sha256() with open(path, "rb") as f: for blk in iter(lambda: f.read(1 << 24), b""): h.update(blk) return h.hexdigest() def main(): ap = argparse.ArgumentParser() ap.add_argument("--out", default=HERE, help="extraction root (default: the dataset folder)") ap.add_argument("--abs", action="store_true", help="write train.abs.parquet with absolute frame paths") ap.add_argument("--no-verify", action="store_true", help="skip the sha256 check of the zip files") args = ap.parse_args() out = os.path.abspath(args.out) manifest = json.load(open(os.path.join(HERE, "manifest.json"))) want = {z["file"]: z for z in manifest["zips"]} zips = sorted(glob.glob(os.path.join(HERE, "frames_zip", "frames-*.zip"))) assert len(zips) == len(want), f"expected {len(want)} zip files, found {len(zips)}" for zp in zips: rel = "frames_zip/" + os.path.basename(zp) if not args.no_verify: assert sha256(zp) == want[rel]["sha256"], f"sha256 mismatch: {rel} (re-download it)" with zipfile.ZipFile(zp) as z: z.extractall(out) print("extracted", rel, flush=True) n = len(glob.glob(os.path.join(out, "frames", "*", "*.jpg"))) assert n == manifest["frame_files"], f"expected {manifest['frame_files']} frames, found {n}" print(f"ok: {n} frames in {os.path.join(out, 'frames')}") if args.abs: import pyarrow as pa import pyarrow.parquet as pq t = pq.read_table(os.path.join(HERE, "train.parquet")) rows = t.to_pylist() for r in rows: r["videos"][0]["video"] = [os.path.join(out, f) for f in r["videos"][0]["video"]] dst = os.path.join(out, "train.abs.parquet") pq.write_table(pa.Table.from_pylist(rows, schema=t.schema), dst) print("wrote", dst) if __name__ == "__main__": main()