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# Ultralytics YOLO 🚀, AGPL-3.0 license | |
import contextlib | |
import shutil | |
import subprocess | |
from itertools import repeat | |
from multiprocessing.pool import ThreadPool | |
from pathlib import Path | |
from urllib import parse, request | |
from zipfile import BadZipFile, ZipFile, is_zipfile | |
import requests | |
import torch | |
from tqdm import tqdm | |
from ultralytics.utils import LOGGER, checks, clean_url, emojis, is_online, url2file | |
GITHUB_ASSET_NAMES = [f'yolov8{k}{suffix}.pt' for k in 'nsmlx' for suffix in ('', '6', '-cls', '-seg', '-pose')] + \ | |
[f'yolov5{k}u.pt' for k in 'nsmlx'] + \ | |
[f'yolov3{k}u.pt' for k in ('', '-spp', '-tiny')] + \ | |
[f'yolo_nas_{k}.pt' for k in 'sml'] + \ | |
[f'sam_{k}.pt' for k in 'bl'] + \ | |
[f'FastSAM-{k}.pt' for k in 'sx'] + \ | |
[f'rtdetr-{k}.pt' for k in 'lx'] + \ | |
['mobile_sam.pt'] | |
GITHUB_ASSET_STEMS = [Path(k).stem for k in GITHUB_ASSET_NAMES] | |
def is_url(url, check=True): | |
"""Check if string is URL and check if URL exists.""" | |
with contextlib.suppress(Exception): | |
url = str(url) | |
result = parse.urlparse(url) | |
assert all([result.scheme, result.netloc]) # check if is url | |
if check: | |
with request.urlopen(url) as response: | |
return response.getcode() == 200 # check if exists online | |
return True | |
return False | |
def unzip_file(file, path=None, exclude=('.DS_Store', '__MACOSX'), exist_ok=False): | |
""" | |
Unzips a *.zip file to the specified path, excluding files containing strings in the exclude list. | |
If the zipfile does not contain a single top-level directory, the function will create a new | |
directory with the same name as the zipfile (without the extension) to extract its contents. | |
If a path is not provided, the function will use the parent directory of the zipfile as the default path. | |
Args: | |
file (str): The path to the zipfile to be extracted. | |
path (str, optional): The path to extract the zipfile to. Defaults to None. | |
exclude (tuple, optional): A tuple of filename strings to be excluded. Defaults to ('.DS_Store', '__MACOSX'). | |
exist_ok (bool, optional): Whether to overwrite existing contents if they exist. Defaults to False. | |
Raises: | |
BadZipFile: If the provided file does not exist or is not a valid zipfile. | |
Returns: | |
(Path): The path to the directory where the zipfile was extracted. | |
""" | |
if not (Path(file).exists() and is_zipfile(file)): | |
raise BadZipFile(f"File '{file}' does not exist or is a bad zip file.") | |
if path is None: | |
path = Path(file).parent # default path | |
# Unzip the file contents | |
with ZipFile(file) as zipObj: | |
file_list = [f for f in zipObj.namelist() if all(x not in f for x in exclude)] | |
top_level_dirs = {Path(f).parts[0] for f in file_list} | |
if len(top_level_dirs) > 1 or not file_list[0].endswith('/'): | |
path = Path(path) / Path(file).stem # define new unzip directory | |
# Check if destination directory already exists and contains files | |
extract_path = Path(path) / list(top_level_dirs)[0] | |
if extract_path.exists() and any(extract_path.iterdir()) and not exist_ok: | |
# If it exists and is not empty, return the path without unzipping | |
LOGGER.info(f'Skipping {file} unzip (already unzipped)') | |
return path | |
for f in file_list: | |
zipObj.extract(f, path=path) | |
return path # return unzip dir | |
def check_disk_space(url='https://ultralytics.com/assets/coco128.zip', sf=1.5, hard=True): | |
""" | |
Check if there is sufficient disk space to download and store a file. | |
Args: | |
url (str, optional): The URL to the file. Defaults to 'https://ultralytics.com/assets/coco128.zip'. | |
sf (float, optional): Safety factor, the multiplier for the required free space. Defaults to 2.0. | |
hard (bool, optional): Whether to throw an error or not on insufficient disk space. Defaults to True. | |
Returns: | |
(bool): True if there is sufficient disk space, False otherwise. | |
""" | |
with contextlib.suppress(Exception): | |
gib = 1 << 30 # bytes per GiB | |
data = int(requests.head(url).headers['Content-Length']) / gib # file size (GB) | |
total, used, free = (x / gib for x in shutil.disk_usage('/')) # bytes | |
if data * sf < free: | |
return True # sufficient space | |
# Insufficient space | |
text = (f'WARNING ⚠️ Insufficient free disk space {free:.1f} GB < {data * sf:.3f} GB required, ' | |
f'Please free {data * sf - free:.1f} GB additional disk space and try again.') | |
if hard: | |
raise MemoryError(text) | |
else: | |
LOGGER.warning(text) | |
return False | |
# Pass if error | |
return True | |
def safe_download(url, | |
file=None, | |
dir=None, | |
unzip=True, | |
delete=False, | |
curl=False, | |
retry=3, | |
min_bytes=1E0, | |
progress=True): | |
""" | |
Downloads files from a URL, with options for retrying, unzipping, and deleting the downloaded file. | |
Args: | |
url (str): The URL of the file to be downloaded. | |
file (str, optional): The filename of the downloaded file. | |
If not provided, the file will be saved with the same name as the URL. | |
dir (str, optional): The directory to save the downloaded file. | |
If not provided, the file will be saved in the current working directory. | |
unzip (bool, optional): Whether to unzip the downloaded file. Default: True. | |
delete (bool, optional): Whether to delete the downloaded file after unzipping. Default: False. | |
curl (bool, optional): Whether to use curl command line tool for downloading. Default: False. | |
retry (int, optional): The number of times to retry the download in case of failure. Default: 3. | |
min_bytes (float, optional): The minimum number of bytes that the downloaded file should have, to be considered | |
a successful download. Default: 1E0. | |
progress (bool, optional): Whether to display a progress bar during the download. Default: True. | |
""" | |
f = dir / url2file(url) if dir else Path(file) # URL converted to filename | |
if '://' not in str(url) and Path(url).is_file(): # URL exists ('://' check required in Windows Python<3.10) | |
f = Path(url) # filename | |
elif not f.is_file(): # URL and file do not exist | |
assert dir or file, 'dir or file required for download' | |
f = dir / url2file(url) if dir else Path(file) | |
desc = f"Downloading {clean_url(url)} to '{f}'" | |
LOGGER.info(f'{desc}...') | |
f.parent.mkdir(parents=True, exist_ok=True) # make directory if missing | |
check_disk_space(url) | |
for i in range(retry + 1): | |
try: | |
if curl or i > 0: # curl download with retry, continue | |
s = 'sS' * (not progress) # silent | |
r = subprocess.run(['curl', '-#', f'-{s}L', url, '-o', f, '--retry', '3', '-C', '-']).returncode | |
assert r == 0, f'Curl return value {r}' | |
else: # urllib download | |
method = 'torch' | |
if method == 'torch': | |
torch.hub.download_url_to_file(url, f, progress=progress) | |
else: | |
from ultralytics.utils import TQDM_BAR_FORMAT | |
with request.urlopen(url) as response, tqdm(total=int(response.getheader('Content-Length', 0)), | |
desc=desc, | |
disable=not progress, | |
unit='B', | |
unit_scale=True, | |
unit_divisor=1024, | |
bar_format=TQDM_BAR_FORMAT) as pbar: | |
with open(f, 'wb') as f_opened: | |
for data in response: | |
f_opened.write(data) | |
pbar.update(len(data)) | |
if f.exists(): | |
if f.stat().st_size > min_bytes: | |
break # success | |
f.unlink() # remove partial downloads | |
except Exception as e: | |
if i == 0 and not is_online(): | |
raise ConnectionError(emojis(f'❌ Download failure for {url}. Environment is not online.')) from e | |
elif i >= retry: | |
raise ConnectionError(emojis(f'❌ Download failure for {url}. Retry limit reached.')) from e | |
LOGGER.warning(f'⚠️ Download failure, retrying {i + 1}/{retry} {url}...') | |
if unzip and f.exists() and f.suffix in ('', '.zip', '.tar', '.gz'): | |
unzip_dir = dir or f.parent # unzip to dir if provided else unzip in place | |
LOGGER.info(f'Unzipping {f} to {unzip_dir.absolute()}...') | |
if is_zipfile(f): | |
unzip_dir = unzip_file(file=f, path=unzip_dir) # unzip | |
elif f.suffix == '.tar': | |
subprocess.run(['tar', 'xf', f, '--directory', unzip_dir], check=True) # unzip | |
elif f.suffix == '.gz': | |
subprocess.run(['tar', 'xfz', f, '--directory', unzip_dir], check=True) # unzip | |
if delete: | |
f.unlink() # remove zip | |
return unzip_dir | |
def get_github_assets(repo='ultralytics/assets', version='latest', retry=False): | |
"""Return GitHub repo tag and assets (i.e. ['yolov8n.pt', 'yolov8s.pt', ...]).""" | |
if version != 'latest': | |
version = f'tags/{version}' # i.e. tags/v6.2 | |
url = f'https://api.github.com/repos/{repo}/releases/{version}' | |
r = requests.get(url) # github api | |
if r.status_code != 200 and retry: | |
r = requests.get(url) # try again | |
data = r.json() | |
return data['tag_name'], [x['name'] for x in data['assets']] # tag, assets | |
def attempt_download_asset(file, repo='ultralytics/assets', release='v0.0.0'): | |
"""Attempt file download from GitHub release assets if not found locally. release = 'latest', 'v6.2', etc.""" | |
from ultralytics.utils import SETTINGS # scoped for circular import | |
# YOLOv3/5u updates | |
file = str(file) | |
file = checks.check_yolov5u_filename(file) | |
file = Path(file.strip().replace("'", '')) | |
if file.exists(): | |
return str(file) | |
elif (SETTINGS['weights_dir'] / file).exists(): | |
return str(SETTINGS['weights_dir'] / file) | |
else: | |
# URL specified | |
name = Path(parse.unquote(str(file))).name # decode '%2F' to '/' etc. | |
if str(file).startswith(('http:/', 'https:/')): # download | |
url = str(file).replace(':/', '://') # Pathlib turns :// -> :/ | |
file = url2file(name) # parse authentication https://url.com/file.txt?auth... | |
if Path(file).is_file(): | |
LOGGER.info(f'Found {clean_url(url)} locally at {file}') # file already exists | |
else: | |
safe_download(url=url, file=file, min_bytes=1E5) | |
return file | |
# GitHub assets | |
assets = GITHUB_ASSET_NAMES | |
try: | |
tag, assets = get_github_assets(repo, release) | |
except Exception: | |
try: | |
tag, assets = get_github_assets(repo) # latest release | |
except Exception: | |
try: | |
tag = subprocess.check_output(['git', 'tag']).decode().split()[-1] | |
except Exception: | |
tag = release | |
file.parent.mkdir(parents=True, exist_ok=True) # make parent dir (if required) | |
if name in assets: | |
safe_download(url=f'https://github.com/{repo}/releases/download/{tag}/{name}', file=file, min_bytes=1E5) | |
return str(file) | |
def download(url, dir=Path.cwd(), unzip=True, delete=False, curl=False, threads=1, retry=3): | |
"""Downloads and unzips files concurrently if threads > 1, else sequentially.""" | |
dir = Path(dir) | |
dir.mkdir(parents=True, exist_ok=True) # make directory | |
if threads > 1: | |
with ThreadPool(threads) as pool: | |
pool.map( | |
lambda x: safe_download( | |
url=x[0], dir=x[1], unzip=unzip, delete=delete, curl=curl, retry=retry, progress=threads <= 1), | |
zip(url, repeat(dir))) | |
pool.close() | |
pool.join() | |
else: | |
for u in [url] if isinstance(url, (str, Path)) else url: | |
safe_download(url=u, dir=dir, unzip=unzip, delete=delete, curl=curl, retry=retry) | |