Download scripts/prepare_videos.py from 4DCodeBench/Dataset-Real-World: direct link, hf CLI and curl.
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https://huggingface.co/datasets/4DCodeBench/Dataset-Real-World/resolve/main/scripts/prepare_videos.py
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4.47 kB
| """Rebuild the link-only clips of 4DCodeBench-RealWorld from their public sources. | |
| Each clip in `link_only_clips.json` is its source and the chain of steps that | |
| turned the source into the benchmark video. A step is one of | |
| encode one ffmpeg pass to H.264: | |
| input options placed before -i (-ss, -t) | |
| vf the filter graph | |
| output options placed after the filter (-t, -r, -vsync) | |
| crf, preset x264 settings (defaults 18, medium) | |
| retime rewrite the timestamps to `fps` without touching a frame | |
| (29.97 -> 30, 23.976 -> 24) | |
| stabilize virtual-tripod lock with tripod_lock.py; `args` are its CLI flags | |
| Usage: | |
| python scripts/prepare_videos.py [--downloads downloads] [--out videos] [case ...] | |
| Sources are fetched into --downloads. Requires ffmpeg/ffprobe on PATH, numpy | |
| and opencv-python. | |
| """ | |
| import argparse | |
| import json | |
| import subprocess | |
| import tempfile | |
| import urllib.request | |
| from fractions import Fraction | |
| from pathlib import Path | |
| import tripod_lock | |
| HERE = Path(__file__).resolve().parent | |
| ROOT = HERE.parent | |
| def fetch(clip, downloads): | |
| path = downloads / clip["file"] | |
| if path.exists(): | |
| return path | |
| print(f" downloading {clip['download']}") | |
| req = urllib.request.Request(clip["download"], headers={"User-Agent": "Mozilla/5.0"}) | |
| part = path.with_suffix(".part") | |
| with urllib.request.urlopen(req) as r, open(part, "wb") as f: | |
| while chunk := r.read(1 << 20): | |
| f.write(chunk) | |
| part.rename(path) | |
| return path | |
| def ffmpeg(*args): | |
| subprocess.run(["ffmpeg", "-nostdin", "-v", "error", "-y", *map(str, args)], check=True) | |
| def encode(src, dst, input=(), vf=None, output=(), crf=18, preset="medium"): | |
| ffmpeg(*input, "-i", src, "-map", "0:v:0", *(["-vf", vf] if vf else []), *output, | |
| "-an", "-c:v", "libx264", "-preset", preset, "-crf", crf, "-pix_fmt", "yuv420p", | |
| "-movflags", "+faststart", dst) | |
| def retime(src, dst, fps): | |
| rate = subprocess.run(["ffprobe", "-v", "error", "-select_streams", "v:0", "-show_entries", | |
| "stream=r_frame_rate", "-of", "csv=p=0", str(src)], | |
| capture_output=True, text=True, check=True).stdout.strip() | |
| ffmpeg("-itsscale", float(Fraction(rate) / Fraction(fps)), "-i", src, "-map", "0:v:0", "-c", "copy", | |
| "-movflags", "+faststart", dst) | |
| def stabilize(src, dst, args): | |
| ap = argparse.ArgumentParser() | |
| for flag in ("--crop-left", "--crop-right", "--crop-top", "--crop-bottom"): | |
| ap.add_argument(flag, type=int, default=0) | |
| ap.add_argument("--ref-frame", default="0") | |
| a = ap.parse_args(args) | |
| extra = (a.crop_left, a.crop_right, a.crop_top, a.crop_bottom) | |
| raw, _, _ = tripod_lock.process(src, dst.parent, "similarity", extra, ref_frame=a.ref_frame) | |
| ffmpeg("-i", raw, "-c:v", "libx264", "-crf", 18, "-pix_fmt", "yuv420p", dst) | |
| raw.unlink() | |
| def build(clip, downloads, out_dir): | |
| current = fetch(clip, downloads) | |
| with tempfile.TemporaryDirectory() as tmp: | |
| for i, step in enumerate(clip["steps"]): | |
| (kind, params), = step.items() | |
| last = i == len(clip["steps"]) - 1 | |
| dst = out_dir / f"{clip['case']}.mp4" if last else Path(tmp) / f"{i}.mp4" | |
| if kind == "encode": | |
| encode(current, dst, **params) | |
| elif kind == "retime": | |
| retime(current, dst, params["fps"]) | |
| else: | |
| stabilize(current, dst, params["args"]) | |
| current = dst | |
| print(f" {current}") | |
| def main(): | |
| ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) | |
| ap.add_argument("cases", nargs="*", help="cases to build (default: all)") | |
| ap.add_argument("--downloads", type=Path, default=ROOT / "downloads") | |
| ap.add_argument("--out", type=Path, default=ROOT / "videos") | |
| args = ap.parse_args() | |
| clips = json.loads((HERE / "link_only_clips.json").read_text()) | |
| unknown = set(args.cases) - {c["case"] for c in clips} | |
| if unknown: | |
| raise SystemExit(f"not link-only cases: {sorted(unknown)}") | |
| args.downloads.mkdir(parents=True, exist_ok=True) | |
| args.out.mkdir(parents=True, exist_ok=True) | |
| for clip in clips: | |
| if not args.cases or clip["case"] in args.cases: | |
| print(clip["case"]) | |
| build(clip, args.downloads, args.out) | |
| if __name__ == "__main__": | |
| main() | |