Update scripts/extract_vlac2_release_frames.py
Browse files
scripts/extract_vlac2_release_frames.py
ADDED
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| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
from __future__ import annotations
|
| 3 |
+
|
| 4 |
+
import argparse
|
| 5 |
+
import json
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| 6 |
+
import os
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| 7 |
+
import sys
|
| 8 |
+
from concurrent.futures import ThreadPoolExecutor, as_completed
|
| 9 |
+
from dataclasses import dataclass
|
| 10 |
+
from pathlib import Path
|
| 11 |
+
from typing import Any
|
| 12 |
+
|
| 13 |
+
import tqdm
|
| 14 |
+
|
| 15 |
+
SCRIPT_DIR = Path(__file__).resolve().parent
|
| 16 |
+
if str(SCRIPT_DIR) not in sys.path:
|
| 17 |
+
sys.path.insert(0, str(SCRIPT_DIR))
|
| 18 |
+
|
| 19 |
+
from vlac2_release_common import (
|
| 20 |
+
discover_benchmark_jsons,
|
| 21 |
+
dump_json,
|
| 22 |
+
ensure_generated_marker,
|
| 23 |
+
infer_main_path_from_row,
|
| 24 |
+
load_json,
|
| 25 |
+
normalize_main_path,
|
| 26 |
+
PORTABLE_IMAGE_ROOT,
|
| 27 |
+
resolve_benchmark_root,
|
| 28 |
+
)
|
| 29 |
+
|
| 30 |
+
try:
|
| 31 |
+
import cv2 # type: ignore
|
| 32 |
+
except ImportError:
|
| 33 |
+
cv2 = None
|
| 34 |
+
|
| 35 |
+
try:
|
| 36 |
+
import imageio.v2 as imageio # type: ignore
|
| 37 |
+
except ImportError:
|
| 38 |
+
imageio = None
|
| 39 |
+
|
| 40 |
+
try:
|
| 41 |
+
import av # type: ignore
|
| 42 |
+
except ImportError:
|
| 43 |
+
av = None
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
@dataclass(frozen=True)
|
| 47 |
+
class EpisodeSpec:
|
| 48 |
+
main_path: Path
|
| 49 |
+
|
| 50 |
+
|
| 51 |
+
def parse_args() -> argparse.Namespace:
|
| 52 |
+
parser = argparse.ArgumentParser(
|
| 53 |
+
description="Extract the portable VLAC2 release benchmark episodes into a JPG tree."
|
| 54 |
+
)
|
| 55 |
+
parser.add_argument(
|
| 56 |
+
"--data-root",
|
| 57 |
+
type=Path,
|
| 58 |
+
required=True,
|
| 59 |
+
help="Directory containing the extracted raw benchmark videos.",
|
| 60 |
+
)
|
| 61 |
+
parser.add_argument(
|
| 62 |
+
"--frames-root",
|
| 63 |
+
type=Path,
|
| 64 |
+
default=PORTABLE_IMAGE_ROOT,
|
| 65 |
+
help="Directory where extracted benchmark frames will be written. Defaults to _extracted_frames under the release directory.",
|
| 66 |
+
)
|
| 67 |
+
parser.add_argument(
|
| 68 |
+
"--benchmark-root",
|
| 69 |
+
type=Path,
|
| 70 |
+
default=None,
|
| 71 |
+
help="Directory containing benchmark JSON files. Defaults to the release-local benchmark directory.",
|
| 72 |
+
)
|
| 73 |
+
parser.add_argument(
|
| 74 |
+
"--benchmark-json",
|
| 75 |
+
action="append",
|
| 76 |
+
default=[],
|
| 77 |
+
type=Path,
|
| 78 |
+
help="Specific benchmark JSON file(s) to extract frames for. May be passed multiple times.",
|
| 79 |
+
)
|
| 80 |
+
parser.add_argument("--jobs", type=int, default=max(1, (os.cpu_count() or 8) // 2))
|
| 81 |
+
parser.add_argument(
|
| 82 |
+
"--overwrite-existing",
|
| 83 |
+
action="store_true",
|
| 84 |
+
help="Re-extract even if an output manifest says the target episode-view is already complete.",
|
| 85 |
+
)
|
| 86 |
+
return parser.parse_args()
|
| 87 |
+
|
| 88 |
+
|
| 89 |
+
def bundled_release_root() -> Path:
|
| 90 |
+
return SCRIPT_DIR.parent.resolve()
|
| 91 |
+
|
| 92 |
+
|
| 93 |
+
def resolve_data_root(raw_arg: Path, release_root: Path) -> Path:
|
| 94 |
+
return raw_arg.resolve() if raw_arg.is_absolute() else (release_root / raw_arg).resolve()
|
| 95 |
+
|
| 96 |
+
|
| 97 |
+
def resolve_frames_root(raw_arg: Path, release_root: Path) -> Path:
|
| 98 |
+
return raw_arg.resolve() if raw_arg.is_absolute() else (release_root / raw_arg).resolve()
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
def resolve_benchmark_path(raw_arg: Path, release_root: Path) -> Path:
|
| 102 |
+
return raw_arg.resolve() if raw_arg.is_absolute() else (release_root / raw_arg).resolve()
|
| 103 |
+
|
| 104 |
+
|
| 105 |
+
def require_decoder() -> None:
|
| 106 |
+
if cv2 is None and imageio is None and av is None:
|
| 107 |
+
raise SystemExit(
|
| 108 |
+
"No video decoder available. Install opencv-python, PyAV, or imageio before running frame extraction."
|
| 109 |
+
)
|
| 110 |
+
|
| 111 |
+
|
| 112 |
+
def benchmark_files_from_root(benchmark_root: Path) -> list[Path]:
|
| 113 |
+
files = discover_benchmark_jsons(benchmark_root)
|
| 114 |
+
if not files:
|
| 115 |
+
raise SystemExit(f"No benchmark json found under {benchmark_root}")
|
| 116 |
+
return files
|
| 117 |
+
|
| 118 |
+
|
| 119 |
+
def benchmark_files_from_args(args: argparse.Namespace, release_root: Path) -> tuple[list[Path], Path | None]:
|
| 120 |
+
if args.benchmark_json:
|
| 121 |
+
benchmark_paths: list[Path] = []
|
| 122 |
+
seen: set[Path] = set()
|
| 123 |
+
for raw_path in args.benchmark_json:
|
| 124 |
+
path = resolve_benchmark_path(raw_path, release_root)
|
| 125 |
+
if not path.exists():
|
| 126 |
+
raise SystemExit(f"Missing benchmark json: {path}")
|
| 127 |
+
if not path.is_file():
|
| 128 |
+
raise SystemExit(f"Expected benchmark json file, got directory: {path}")
|
| 129 |
+
resolved = path.resolve()
|
| 130 |
+
if resolved in seen:
|
| 131 |
+
continue
|
| 132 |
+
seen.add(resolved)
|
| 133 |
+
benchmark_paths.append(resolved)
|
| 134 |
+
if not benchmark_paths:
|
| 135 |
+
raise SystemExit("No benchmark json provided")
|
| 136 |
+
return benchmark_paths, None
|
| 137 |
+
|
| 138 |
+
if args.benchmark_root is not None:
|
| 139 |
+
benchmark_root = resolve_benchmark_path(args.benchmark_root, release_root)
|
| 140 |
+
else:
|
| 141 |
+
benchmark_root = resolve_benchmark_root(release_root)
|
| 142 |
+
return benchmark_files_from_root(benchmark_root), benchmark_root
|
| 143 |
+
|
| 144 |
+
|
| 145 |
+
def episode_group_key(main_path: Path) -> str:
|
| 146 |
+
parts = list(main_path.parts)
|
| 147 |
+
for idx, part in enumerate(parts):
|
| 148 |
+
if part.startswith("observation.images.") and idx + 1 < len(parts):
|
| 149 |
+
return str(Path(*parts[:idx], parts[idx + 1]))
|
| 150 |
+
return str(main_path)
|
| 151 |
+
|
| 152 |
+
|
| 153 |
+
def collect_episode_specs(benchmark_paths: list[Path]) -> tuple[list[EpisodeSpec], dict[str, Any]]:
|
| 154 |
+
grouped: dict[str, tuple[Path, set[str]]] = {}
|
| 155 |
+
stats = {
|
| 156 |
+
"benchmark_files_total": len(benchmark_paths),
|
| 157 |
+
"rows_total": 0,
|
| 158 |
+
"rows_missing_main_path": 0,
|
| 159 |
+
}
|
| 160 |
+
|
| 161 |
+
for benchmark_path in benchmark_paths:
|
| 162 |
+
rows = load_json(benchmark_path)
|
| 163 |
+
if not isinstance(rows, list):
|
| 164 |
+
raise ValueError(f"Expected list json: {benchmark_path}")
|
| 165 |
+
stats["rows_total"] += len(rows)
|
| 166 |
+
for row in rows:
|
| 167 |
+
inferred_main_path = infer_main_path_from_row(row)
|
| 168 |
+
if inferred_main_path is None:
|
| 169 |
+
stats["rows_missing_main_path"] += 1
|
| 170 |
+
continue
|
| 171 |
+
normalized = normalize_main_path(inferred_main_path)
|
| 172 |
+
key = episode_group_key(normalized)
|
| 173 |
+
if key not in grouped:
|
| 174 |
+
grouped[key] = (normalized, {str(benchmark_path)})
|
| 175 |
+
else:
|
| 176 |
+
grouped[key][1].add(str(benchmark_path))
|
| 177 |
+
|
| 178 |
+
specs = [
|
| 179 |
+
EpisodeSpec(main_path=main_path)
|
| 180 |
+
for _group_key, (main_path, _sources) in sorted(grouped.items())
|
| 181 |
+
]
|
| 182 |
+
stats["episodes_unique"] = len(specs)
|
| 183 |
+
return specs, stats
|
| 184 |
+
|
| 185 |
+
|
| 186 |
+
def resolve_main_video(raw_root: Path, main_path: Path) -> Path:
|
| 187 |
+
candidate = raw_root / main_path
|
| 188 |
+
if candidate.suffix == ".mp4":
|
| 189 |
+
return candidate
|
| 190 |
+
|
| 191 |
+
# Keep the full main_path leaf intact when appending ".mp4" so episode
|
| 192 |
+
# identifiers containing dots (for example timestamps like "....311186")
|
| 193 |
+
# are not truncated. Fall back to with_suffix(".mp4") for compatibility
|
| 194 |
+
# with any legacy raw layouts that already dropped the tail suffix.
|
| 195 |
+
preferred = Path(f"{candidate}.mp4")
|
| 196 |
+
legacy = candidate.with_suffix(".mp4")
|
| 197 |
+
if preferred.exists() or preferred == legacy:
|
| 198 |
+
return preferred
|
| 199 |
+
if legacy.exists():
|
| 200 |
+
return legacy
|
| 201 |
+
return preferred
|
| 202 |
+
|
| 203 |
+
|
| 204 |
+
def discover_view_videos(raw_root: Path, main_path: Path) -> list[Path]:
|
| 205 |
+
main_video = resolve_main_video(raw_root, main_path)
|
| 206 |
+
if not main_video.exists():
|
| 207 |
+
raise FileNotFoundError(f"Missing raw video: {main_video}")
|
| 208 |
+
return [main_video]
|
| 209 |
+
|
| 210 |
+
|
| 211 |
+
def manifest_path_for(output_dir: Path) -> Path:
|
| 212 |
+
return output_dir / ".vlac_extract_manifest.json"
|
| 213 |
+
|
| 214 |
+
|
| 215 |
+
def output_dir_from_video(raw_root: Path, output_root: Path, video_path: Path) -> Path:
|
| 216 |
+
relative = video_path.relative_to(raw_root).with_suffix("")
|
| 217 |
+
return output_root / relative
|
| 218 |
+
|
| 219 |
+
|
| 220 |
+
def is_complete(output_dir: Path, source_video: Path) -> bool:
|
| 221 |
+
manifest_path = manifest_path_for(output_dir)
|
| 222 |
+
if not manifest_path.exists():
|
| 223 |
+
return False
|
| 224 |
+
try:
|
| 225 |
+
manifest = json.loads(manifest_path.read_text(encoding="utf-8"))
|
| 226 |
+
except Exception:
|
| 227 |
+
return False
|
| 228 |
+
|
| 229 |
+
frame_count = int(manifest.get("frame_count") or 0)
|
| 230 |
+
if frame_count <= 0:
|
| 231 |
+
return False
|
| 232 |
+
source_mtime_ns = int(source_video.stat().st_mtime_ns)
|
| 233 |
+
source_size = int(source_video.stat().st_size)
|
| 234 |
+
if int(manifest.get("source_mtime_ns") or -1) != source_mtime_ns:
|
| 235 |
+
return False
|
| 236 |
+
if int(manifest.get("source_size") or -1) != source_size:
|
| 237 |
+
return False
|
| 238 |
+
|
| 239 |
+
jpg_files = sorted(output_dir.glob("*.jpg"))
|
| 240 |
+
return len(jpg_files) == frame_count
|
| 241 |
+
|
| 242 |
+
|
| 243 |
+
def clear_output_dir(output_dir: Path) -> None:
|
| 244 |
+
if not output_dir.exists():
|
| 245 |
+
return
|
| 246 |
+
for pattern in ("*.jpg", "frame_*.jpg", ".vlac_extract_manifest.json"):
|
| 247 |
+
for path in output_dir.glob(pattern):
|
| 248 |
+
if path.is_file():
|
| 249 |
+
path.unlink()
|
| 250 |
+
|
| 251 |
+
|
| 252 |
+
def write_manifest(output_dir: Path, source_video: Path, frame_count: int) -> None:
|
| 253 |
+
manifest = {
|
| 254 |
+
"source_video": str(source_video),
|
| 255 |
+
"source_size": int(source_video.stat().st_size),
|
| 256 |
+
"source_mtime_ns": int(source_video.stat().st_mtime_ns),
|
| 257 |
+
"frame_count": int(frame_count),
|
| 258 |
+
}
|
| 259 |
+
manifest_path_for(output_dir).write_text(json.dumps(manifest, ensure_ascii=False, indent=2) + "\n", encoding="utf-8")
|
| 260 |
+
|
| 261 |
+
|
| 262 |
+
def extract_with_cv2(source_video: Path, output_dir: Path) -> int:
|
| 263 |
+
assert cv2 is not None
|
| 264 |
+
capture = cv2.VideoCapture(str(source_video))
|
| 265 |
+
if not capture.isOpened():
|
| 266 |
+
raise RuntimeError(f"cv2 failed to open {source_video}")
|
| 267 |
+
|
| 268 |
+
temp_paths: list[Path] = []
|
| 269 |
+
frame_idx = 0
|
| 270 |
+
try:
|
| 271 |
+
while True:
|
| 272 |
+
ok, frame = capture.read()
|
| 273 |
+
if not ok:
|
| 274 |
+
break
|
| 275 |
+
temp_path = output_dir / f"frame_{frame_idx:06d}.jpg"
|
| 276 |
+
if not cv2.imwrite(str(temp_path), frame):
|
| 277 |
+
raise RuntimeError(f"cv2 failed to write {temp_path}")
|
| 278 |
+
temp_paths.append(temp_path)
|
| 279 |
+
frame_idx += 1
|
| 280 |
+
finally:
|
| 281 |
+
capture.release()
|
| 282 |
+
|
| 283 |
+
for idx, temp_path in enumerate(temp_paths):
|
| 284 |
+
temp_path.rename(output_dir / f"{idx}-{frame_idx}.jpg")
|
| 285 |
+
return frame_idx
|
| 286 |
+
|
| 287 |
+
|
| 288 |
+
def extract_with_imageio(source_video: Path, output_dir: Path) -> int:
|
| 289 |
+
assert imageio is not None
|
| 290 |
+
temp_paths: list[Path] = []
|
| 291 |
+
frame_idx = 0
|
| 292 |
+
try:
|
| 293 |
+
for frame in imageio.get_reader(str(source_video)):
|
| 294 |
+
temp_path = output_dir / f"frame_{frame_idx:06d}.jpg"
|
| 295 |
+
imageio.imwrite(str(temp_path), frame)
|
| 296 |
+
temp_paths.append(temp_path)
|
| 297 |
+
frame_idx += 1
|
| 298 |
+
except Exception as exc:
|
| 299 |
+
if frame_idx == 0:
|
| 300 |
+
raise RuntimeError(f"imageio failed to decode {source_video}: {exc}") from exc
|
| 301 |
+
raise
|
| 302 |
+
for idx, temp_path in enumerate(temp_paths):
|
| 303 |
+
temp_path.rename(output_dir / f"{idx}-{frame_idx}.jpg")
|
| 304 |
+
return frame_idx
|
| 305 |
+
|
| 306 |
+
|
| 307 |
+
def extract_with_av(source_video: Path, output_dir: Path) -> int:
|
| 308 |
+
assert av is not None
|
| 309 |
+
container = av.open(str(source_video))
|
| 310 |
+
temp_paths: list[Path] = []
|
| 311 |
+
frame_idx = 0
|
| 312 |
+
try:
|
| 313 |
+
for frame in container.decode(video=0):
|
| 314 |
+
temp_path = output_dir / f"frame_{frame_idx:06d}.jpg"
|
| 315 |
+
frame.to_image().save(temp_path, format="JPEG")
|
| 316 |
+
temp_paths.append(temp_path)
|
| 317 |
+
frame_idx += 1
|
| 318 |
+
finally:
|
| 319 |
+
container.close()
|
| 320 |
+
|
| 321 |
+
for idx, temp_path in enumerate(temp_paths):
|
| 322 |
+
temp_path.rename(output_dir / f"{idx}-{frame_idx}.jpg")
|
| 323 |
+
return frame_idx
|
| 324 |
+
|
| 325 |
+
|
| 326 |
+
def extract_one_video(source_video: Path, output_dir: Path, overwrite_existing: bool) -> dict[str, Any]:
|
| 327 |
+
if not overwrite_existing and is_complete(output_dir, source_video):
|
| 328 |
+
manifest = json.loads(manifest_path_for(output_dir).read_text(encoding="utf-8"))
|
| 329 |
+
return {
|
| 330 |
+
"source_video": str(source_video),
|
| 331 |
+
"output_dir": str(output_dir),
|
| 332 |
+
"frame_count": int(manifest["frame_count"]),
|
| 333 |
+
"status": "skipped_existing",
|
| 334 |
+
}
|
| 335 |
+
|
| 336 |
+
output_dir.mkdir(parents=True, exist_ok=True)
|
| 337 |
+
clear_output_dir(output_dir)
|
| 338 |
+
if cv2 is not None:
|
| 339 |
+
frame_count = extract_with_cv2(source_video, output_dir)
|
| 340 |
+
if frame_count == 0 and av is not None:
|
| 341 |
+
clear_output_dir(output_dir)
|
| 342 |
+
frame_count = extract_with_av(source_video, output_dir)
|
| 343 |
+
if frame_count == 0 and imageio is not None:
|
| 344 |
+
clear_output_dir(output_dir)
|
| 345 |
+
frame_count = extract_with_imageio(source_video, output_dir)
|
| 346 |
+
elif av is not None:
|
| 347 |
+
frame_count = extract_with_av(source_video, output_dir)
|
| 348 |
+
elif imageio is not None:
|
| 349 |
+
frame_count = extract_with_imageio(source_video, output_dir)
|
| 350 |
+
else:
|
| 351 |
+
raise RuntimeError("No available decoder")
|
| 352 |
+
if frame_count <= 0:
|
| 353 |
+
raise RuntimeError(f"Decoder produced zero frames for {source_video}")
|
| 354 |
+
write_manifest(output_dir, source_video, frame_count)
|
| 355 |
+
return {
|
| 356 |
+
"source_video": str(source_video),
|
| 357 |
+
"output_dir": str(output_dir),
|
| 358 |
+
"frame_count": frame_count,
|
| 359 |
+
"status": "extracted",
|
| 360 |
+
}
|
| 361 |
+
|
| 362 |
+
|
| 363 |
+
|
| 364 |
+
|
| 365 |
+
def main() -> None:
|
| 366 |
+
args = parse_args()
|
| 367 |
+
require_decoder()
|
| 368 |
+
|
| 369 |
+
release_root = bundled_release_root()
|
| 370 |
+
data_root = resolve_data_root(args.data_root, release_root)
|
| 371 |
+
output_root = resolve_frames_root(args.frames_root, release_root)
|
| 372 |
+
ensure_generated_marker(output_root)
|
| 373 |
+
benchmark_paths, benchmark_root = benchmark_files_from_args(args, release_root)
|
| 374 |
+
|
| 375 |
+
specs, stats = collect_episode_specs(benchmark_paths)
|
| 376 |
+
jobs: list[tuple[Path, Path]] = []
|
| 377 |
+
missing_raw_episodes: list[dict[str, str]] = []
|
| 378 |
+
for spec in specs:
|
| 379 |
+
try:
|
| 380 |
+
view_videos = discover_view_videos(data_root, spec.main_path)
|
| 381 |
+
except FileNotFoundError as exc:
|
| 382 |
+
missing_raw_episodes.append(
|
| 383 |
+
{
|
| 384 |
+
"main_path": str(spec.main_path),
|
| 385 |
+
"error": str(exc),
|
| 386 |
+
}
|
| 387 |
+
)
|
| 388 |
+
continue
|
| 389 |
+
for video_path in view_videos:
|
| 390 |
+
jobs.append((video_path, output_dir_from_video(data_root, output_root, video_path)))
|
| 391 |
+
|
| 392 |
+
results: list[dict[str, Any]] = []
|
| 393 |
+
with ThreadPoolExecutor(max_workers=max(1, args.jobs)) as executor:
|
| 394 |
+
future_to_job = {
|
| 395 |
+
executor.submit(extract_one_video, video_path, output_dir, args.overwrite_existing): (video_path, output_dir)
|
| 396 |
+
for video_path, output_dir in jobs
|
| 397 |
+
}
|
| 398 |
+
for future in tqdm.tqdm(as_completed(future_to_job), total=len(future_to_job), desc="Extract release frames"):
|
| 399 |
+
video_path, output_dir = future_to_job[future]
|
| 400 |
+
try:
|
| 401 |
+
results.append(future.result())
|
| 402 |
+
except Exception as exc:
|
| 403 |
+
results.append(
|
| 404 |
+
{
|
| 405 |
+
"source_video": str(video_path),
|
| 406 |
+
"output_dir": str(output_dir),
|
| 407 |
+
"status": "error",
|
| 408 |
+
"error": str(exc),
|
| 409 |
+
}
|
| 410 |
+
)
|
| 411 |
+
|
| 412 |
+
summary = {
|
| 413 |
+
**stats,
|
| 414 |
+
"release_root": str(release_root),
|
| 415 |
+
"benchmark_root": str(benchmark_root) if benchmark_root is not None else None,
|
| 416 |
+
"data_root": str(data_root),
|
| 417 |
+
"output_root": str(output_root),
|
| 418 |
+
"benchmark_files": [str(path) for path in benchmark_paths],
|
| 419 |
+
"jobs_total": len(jobs),
|
| 420 |
+
"jobs_extracted": sum(1 for row in results if row["status"] == "extracted"),
|
| 421 |
+
"jobs_skipped_existing": sum(1 for row in results if row["status"] == "skipped_existing"),
|
| 422 |
+
"jobs_failed": sum(1 for row in results if row["status"] == "error"),
|
| 423 |
+
"missing_raw_episodes": missing_raw_episodes,
|
| 424 |
+
"results": results,
|
| 425 |
+
}
|
| 426 |
+
summary_path = output_root / "frame_extraction_summary.json"
|
| 427 |
+
dump_json(summary_path, summary)
|
| 428 |
+
print(f"[frame-extraction] {summary_path}")
|
| 429 |
+
|
| 430 |
+
|
| 431 |
+
if __name__ == "__main__":
|
| 432 |
+
main()
|