#!/usr/bin/env python3 # -*- coding: utf-8 -*- import json import math import subprocess from pathlib import Path from tqdm import tqdm # ========================= # Parameters # ========================= DATAMAKER_DIR = Path(__file__).resolve().parent PROJECT_ROOT = DATAMAKER_DIR.parent INPUT_DIR = DATAMAKER_DIR / "02_warp" OUTPUT_DIR = PROJECT_ROOT / "dataset" VIDEO_IDS = [f"{idx:02d}" for idx in range(1, 15)] WINDOW_LEN_SECONDS = 5 STRIDE_SECONDS = 5 KEEP_AUDIO = False TOLERANCE_SECONDS = 0.02 OVERWRITE = True # ========================= def probe(video_path: Path) -> tuple[float, int]: cmd = [ "ffprobe", "-v", "error", "-count_frames", "-select_streams", "v:0", "-show_entries", "stream=nb_read_frames,nb_frames,duration:format=duration", "-print_format", "json", str(video_path), ] raw = subprocess.check_output(cmd, stderr=subprocess.DEVNULL, text=True) info = json.loads(raw) stream = info["streams"][0] duration = float(stream.get("duration") or info.get("format", {}).get("duration")) frames_raw = stream.get("nb_read_frames") or stream.get("nb_frames") if frames_raw is None: raise RuntimeError(f"Could not read frame count: {video_path}") return duration, int(frames_raw) def segment_count(duration: float) -> int: if duration < WINDOW_LEN_SECONDS: return 0 return math.floor((duration - WINDOW_LEN_SECONDS) / STRIDE_SECONDS) + 1 def pad_seconds(seconds: int) -> str: return f"{seconds:04d}" def clip_video(src: Path, dst: Path, start: int, duration: int) -> None: dst.parent.mkdir(parents=True, exist_ok=True) cmd = ["ffmpeg", "-hide_banner", "-loglevel", "error", "-nostats"] cmd.append("-y" if OVERWRITE else "-n") cmd += [ "-ss", str(start), "-i", str(src), "-t", str(duration), "-c:v", "copy", ] cmd += ["-c:a", "copy"] if KEEP_AUDIO else ["-an"] cmd.append(str(dst)) subprocess.run(cmd, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, check=True) def collect_valid_pairs() -> list[tuple[str, Path, Path, float]]: valid_pairs: list[tuple[str, Path, Path, float]] = [] for video_id in tqdm(VIDEO_IDS, desc="Probe videos", unit="video"): ir_path = INPUT_DIR / video_id / "ir.mp4" vi_path = INPUT_DIR / video_id / "vi.mp4" if not ir_path.exists() or not vi_path.exists(): raise FileNotFoundError(f"Missing input pair: {ir_path}, {vi_path}") ir_duration, ir_frames = probe(ir_path) vi_duration, vi_frames = probe(vi_path) if abs(ir_duration - vi_duration) >= TOLERANCE_SECONDS: raise ValueError( f"{video_id}: duration mismatch " f"ir={ir_duration:.3f}s vi={vi_duration:.3f}s" ) if ir_frames != vi_frames: raise ValueError( f"{video_id}: frame mismatch ir={ir_frames} vi={vi_frames}" ) valid_pairs.append((video_id, ir_path, vi_path, ir_duration)) return valid_pairs def main() -> None: valid_pairs = collect_valid_pairs() total_clips = sum(2 * segment_count(duration) for _, _, _, duration in valid_pairs) if total_clips == 0: tqdm.write("No valid 5-second clips found.") return (OUTPUT_DIR / "ir").mkdir(parents=True, exist_ok=True) (OUTPUT_DIR / "vi").mkdir(parents=True, exist_ok=True) with tqdm( total=len(valid_pairs), desc="Total split", unit="video", position=0, ) as video_progress, tqdm( total=total_clips, desc="Split clips", unit="clip", position=1, leave=False, ) as clip_progress: for video_id, ir_path, vi_path, duration in valid_pairs: video_progress.set_postfix(video=video_id) start = 0 while start + WINDOW_LEN_SECONDS <= duration: end = start + WINDOW_LEN_SECONDS name = f"{video_id}_{pad_seconds(start)}_{pad_seconds(end)}.mp4" clip_video(ir_path, OUTPUT_DIR / "ir" / name, start, WINDOW_LEN_SECONDS) clip_progress.update(1) clip_video(vi_path, OUTPUT_DIR / "vi" / name, start, WINDOW_LEN_SECONDS) clip_progress.update(1) start += STRIDE_SECONDS if start < duration: skipped = duration - start tqdm.write( f"{video_id}: skipped tail {skipped:.2f}s " f"(< {WINDOW_LEN_SECONDS}s)" ) video_progress.update(1) tqdm.write(f"Dataset clips written to {OUTPUT_DIR}") if __name__ == "__main__": main()