VidLLVIP / datamaker /04_split_5s_videos.py
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#!/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()