| |
| import ast |
| import concurrent.futures |
| import os |
| import shutil |
| import subprocess |
| import sys |
| from concurrent.futures import as_completed, ThreadPoolExecutor |
| from pathlib import Path |
|
|
| import yt_dlp |
|
|
| from utils import ( |
| annotation_files, |
| config, |
| load_json, |
| run_command, |
| save_json, |
| update_annotations, |
| ) |
|
|
|
|
| def construct_gcs_path(original_video): |
| """ |
| Convert original_video string to GCS path. |
| Example: |
| 'AUTOLab_failure_2023-07-07_Fri_Jul__7_18:50:36_2023_recordings_MP4_22008760.mp4' |
| -> |
| 'gs://gresearch/robotics/droid_raw/1.0.1/AUTOLab/failure/2023-07-07/Fri_Jul__7_18:50:36_2023/recordings/MP4/22008760.mp4' |
| """ |
| parts = original_video.split("_") |
| lab = parts[0] |
| failure = parts[1] |
| date = parts[2] |
| time = "_".join(parts[3:-3]) |
| recordings = parts[-3] |
| mp4 = parts[-2] |
| file_id = parts[-1].split(".")[0] |
| gcs_path = ( |
| f"gs://gresearch/robotics/droid_raw/1.0.1/" |
| f"{lab}/{failure}/{date}/{time}/{recordings}/{mp4}/{file_id}.mp4" |
| ) |
| return gcs_path |
|
|
|
|
| def download_video(args): |
| gcs_path, dst_dir, json_file = args |
| |
| subdir = Path(dst_dir) |
| os.makedirs(subdir, exist_ok=True) |
| |
| print(json_file) |
| local_path = subdir / json_file |
| cmd = f'gsutil cp "{gcs_path}" "{local_path}"' |
| print(f"Running: {cmd}") |
| try: |
| run_command(cmd) |
| return (gcs_path, True, None) |
| except Exception as e: |
| return (gcs_path, False, str(e)) |
|
|
|
|
| def download_youtube_video(youtube_id, output_path=None): |
| try: |
| if output_path is None: |
| output_path = os.path.join( |
| config["yt1b_path"], "downloaded_videos", f"video_{youtube_id}.mp4" |
| ) |
| url = f"https://www.youtube.com/watch?v={youtube_id}" |
| if os.path.exists(output_path): |
| return youtube_id, None |
| format = "best[height<=720][fps<=30]/best[height<=720]/best" |
| ydl_opts = { |
| "format": format, |
| "outtmpl": output_path, |
| "merge_output_format": "mp4", |
| "quiet": True, |
| "cookiefile": config["cookies_path"], |
| "socket_timeout": 60, |
| } |
| with yt_dlp.YoutubeDL(ydl_opts) as ydl: |
| ydl.download([url]) |
| return youtube_id, None |
| except Exception as e: |
| return youtube_id, str(e) |
|
|
|
|
| def download_youtube(): |
| all_videos_to_download = set() |
| for annotation_file in annotation_files["yt1b"]: |
| ann = load_json(os.path.join(config["path_annotations"], annotation_file)) |
| for video_info in ann["images"]: |
| youtube_id = video_info["original_video"] |
| all_videos_to_download.add(youtube_id) |
|
|
| videos_to_download_still = all_videos_to_download |
| videos_downloaded = set() |
| videos_unavailable = set() |
| num_download_retries = 3 |
| for _ in range(num_download_retries): |
| if len(videos_to_download_still) == 0: |
| break |
| videos_error = set() |
| with concurrent.futures.ThreadPoolExecutor() as executor: |
| futures = [ |
| executor.submit(download_youtube_video, youtube_id) |
| for youtube_id in videos_to_download_still |
| ] |
| for future in concurrent.futures.as_completed(futures): |
| youtube_id, exception = future.result() |
| if exception is None: |
| videos_downloaded.add(youtube_id) |
| elif "unavailable" in exception or "members-only" in exception: |
| videos_unavailable.add(youtube_id) |
| else: |
| videos_error.add(youtube_id) |
| videos_to_download_still = ( |
| all_videos_to_download - videos_downloaded - videos_unavailable |
| ) |
| assert videos_to_download_still == videos_error |
|
|
| if len(videos_unavailable) + len(videos_to_download_still) > 0: |
| message = "Some videos are either no longer available on YouTube, or are set to private, or resulted in some other error. " |
| if config["update_annotation_yt1b"]: |
| message += "The unavailable videos will be ***REMOVED*** from the annotation file. This will make the test results NOT DIRECTLY COMPARABLE to other reported results." |
| print(message) |
| update_annotations("yt1b", videos_downloaded) |
| else: |
| message += "You may want to either re-try the download, or remove these videos from the evaluation json" |
| print(message) |
|
|
|
|
| def download_droid(): |
| ann_dir = Path(config["path_annotations"]) |
| dst_dir = Path(config["droid_path"]) / "downloaded_videos" |
| json_files = annotation_files["droid"] |
|
|
| download_tasks = [] |
| original_videos = set() |
| for json_file in json_files: |
| json_path = ann_dir / json_file |
| data = load_json(json_path) |
| for img in data["images"]: |
| original_video = img["original_video"] |
| original_videos.add(original_video) |
|
|
| print(len(original_videos)) |
| for original_video in original_videos: |
| gcs_path = construct_gcs_path(original_video) |
| download_tasks.append((gcs_path, dst_dir, original_video)) |
|
|
| max_workers = min(16, len(download_tasks)) |
| with ThreadPoolExecutor(max_workers=max_workers) as executor: |
| future_to_task = { |
| executor.submit(download_video, task): task for task in download_tasks |
| } |
| for future in as_completed(future_to_task): |
| gcs_path, success, error = future.result() |
| if not success: |
| print(f"Failed to download {gcs_path}: {error}") |
|
|
|
|
| def download_ego4d(): |
| output_dir = os.path.join(config["ego4d_path"], "downloaded_videos") |
|
|
| ann_dir = Path(config["path_annotations"]) |
| json_files = annotation_files["ego4d"] |
| original_videos = set() |
| for json_file in json_files: |
| json_path = ann_dir / json_file |
| data = load_json(json_path) |
| for img in data["images"]: |
| original_video = img["original_video"] |
| original_videos.add(original_video) |
|
|
| original_video_uids = [ |
| video_uid.replace(".mp4", "") for video_uid in original_videos |
| ] |
| video_ids_download = original_video_uids |
| num_download_retries = 2 |
| download_correct = False |
| message = "" |
| for _ in range(num_download_retries): |
| cmd = ( |
| [ |
| |
| "ego4d", |
| "--output_directory", |
| output_dir, |
| "--datasets", |
| "clips", |
| "--version", |
| "v1", |
| "--video_uids", |
| ] |
| + video_ids_download |
| + ["--yes"] |
| ) |
|
|
| |
| result = subprocess.run(cmd, capture_output=True, text=True) |
| message = result.stderr |
| if ( |
| "RuntimeError: The following requested video UIDs could not be found in the manifest for version:" |
| in result.stderr |
| ): |
| not_findable_videos = ast.literal_eval(result.stderr.split("\n")[-2]) |
| video_ids_download = [ |
| video_uid |
| for video_uid in video_ids_download |
| if video_uid not in not_findable_videos |
| ] |
| else: |
| download_correct = True |
| break |
|
|
| if not download_correct: |
| print(f"There was an error downloading the Ego4D data: {message}") |
|
|
| if len(video_ids_download) != len(original_video_uids): |
| message = "Some videos are no longer available. " |
| if config["update_annotation_ego4d"]: |
| message += "The unavailable videos will be ***REMOVED*** from the annotation file. This will make the test results NOT DIRECTLY COMPARABLE to other reported results." |
| print(message) |
| update_annotations("ego4d", video_ids_download) |
| else: |
| message += "You may want to either re-try the download, or remove these videos from the evaluation json" |
| print(message) |
|
|
|
|
| def download_sav(): |
| tar_url = config["sav_videos_fps_6_download_path"] |
| tar_file = "videos_fps_6.tar" |
| sav_data_dir = os.path.join(config["sav_path"], "downloaded_videos") |
| os.makedirs(sav_data_dir, exist_ok=True) |
|
|
| subprocess.run(["wget", tar_url, "-O", tar_file], cwd=sav_data_dir, check=True) |
| subprocess.run(["tar", "-xvf", tar_file], cwd=sav_data_dir, check=True) |
| subprocess.run(["rm", tar_file], cwd=sav_data_dir, check=True) |
|
|
|
|
| def main(): |
| assert len(sys.argv) > 1, "You have to provide the name of the dataset" |
| dataset_name = sys.argv[1] |
| assert ( |
| dataset_name in annotation_files |
| ), f"The dataset can be one of {list(annotation_files.keys())}" |
|
|
| if dataset_name == "yt1b": |
| download_youtube() |
| elif dataset_name == "droid": |
| download_droid() |
| elif dataset_name == "ego4d": |
| download_ego4d() |
| elif dataset_name == "sav": |
| download_sav() |
|
|
|
|
| if __name__ == "__main__": |
| main() |
|
|