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Add files using upload-large-folder tool
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# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved
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
# Ensure subdirectory exists
subdir = Path(dst_dir)
os.makedirs(subdir, exist_ok=True)
# Save file with its original name inside the subdir
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" # 720p or lower, max 30fps
ydl_opts = {
"format": format,
"outtmpl": output_path,
"merge_output_format": "mp4",
"quiet": True,
"cookiefile": config["cookies_path"],
"socket_timeout": 60, # Increase timeout to 60 seconds (default is 10)
}
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 = (
[
# "python", "-m", "ego4d.cli.cli",
"ego4d",
"--output_directory",
output_dir,
"--datasets",
"clips",
"--version",
"v1",
"--video_uids",
]
+ video_ids_download
+ ["--yes"]
)
# Run the command
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()