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王庆刚
2024-05-20 20:01:06 +08:00
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# Ultralytics YOLO 🚀, AGPL-3.0 license
import contextlib
import re
import shutil
import subprocess
from itertools import repeat
from multiprocessing.pool import ThreadPool
from pathlib import Path
from urllib import parse, request
import requests
import torch
from ultralytics.utils import LOGGER, TQDM, checks, clean_url, emojis, is_online, url2file
# Define Ultralytics GitHub assets maintained at https://github.com/ultralytics/assets
GITHUB_ASSETS_REPO = 'ultralytics/assets'
GITHUB_ASSETS_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_ASSETS_STEMS = [Path(k).stem for k in GITHUB_ASSETS_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 delete_dsstore(path, files_to_delete=('.DS_Store', '__MACOSX')):
"""
Deletes all ".DS_store" files under a specified directory.
Args:
path (str, optional): The directory path where the ".DS_store" files should be deleted.
files_to_delete (tuple): The files to be deleted.
Example:
```python
from ultralytics.utils.downloads import delete_dsstore
delete_dsstore('path/to/dir')
```
Note:
".DS_store" files are created by the Apple operating system and contain metadata about folders and files. They
are hidden system files and can cause issues when transferring files between different operating systems.
"""
# Delete Apple .DS_store files
for file in files_to_delete:
matches = list(Path(path).rglob(file))
LOGGER.info(f'Deleting {file} files: {matches}')
for f in matches:
f.unlink()
def zip_directory(directory, compress=True, exclude=('.DS_Store', '__MACOSX'), progress=True):
"""
Zips the contents of a directory, excluding files containing strings in the exclude list.
The resulting zip file is named after the directory and placed alongside it.
Args:
directory (str | Path): The path to the directory to be zipped.
compress (bool): Whether to compress the files while zipping. Default is True.
exclude (tuple, optional): A tuple of filename strings to be excluded. Defaults to ('.DS_Store', '__MACOSX').
progress (bool, optional): Whether to display a progress bar. Defaults to True.
Returns:
(Path): The path to the resulting zip file.
Example:
```python
from ultralytics.utils.downloads import zip_directory
file = zip_directory('path/to/dir')
```
"""
from zipfile import ZIP_DEFLATED, ZIP_STORED, ZipFile
delete_dsstore(directory)
directory = Path(directory)
if not directory.is_dir():
raise FileNotFoundError(f"Directory '{directory}' does not exist.")
# Unzip with progress bar
files_to_zip = [f for f in directory.rglob('*') if f.is_file() and all(x not in f.name for x in exclude)]
zip_file = directory.with_suffix('.zip')
compression = ZIP_DEFLATED if compress else ZIP_STORED
with ZipFile(zip_file, 'w', compression) as f:
for file in TQDM(files_to_zip, desc=f'Zipping {directory} to {zip_file}...', unit='file', disable=not progress):
f.write(file, file.relative_to(directory))
return zip_file # return path to zip file
def unzip_file(file, path=None, exclude=('.DS_Store', '__MACOSX'), exist_ok=False, progress=True):
"""
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.
progress (bool, optional): Whether to display a progress bar. Defaults to True.
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.
Example:
```python
from ultralytics.utils.downloads import unzip_file
dir = unzip_file('path/to/file.zip')
```
"""
from zipfile import BadZipFile, ZipFile, is_zipfile
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:
files = [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 files}
if len(top_level_dirs) > 1 or not files[0].endswith('/'): # zip has multiple files at top level
path = extract_path = Path(path) / Path(file).stem # i.e. ../datasets/coco8
else: # zip has 1 top-level directory
extract_path = path # i.e. ../datasets
path = Path(path) / list(top_level_dirs)[0] # i.e. ../datasets/coco8
# Check if destination directory already exists and contains files
if path.exists() and any(path.iterdir()) and not exist_ok:
# If it exists and is not empty, return the path without unzipping
LOGGER.warning(f'WARNING ⚠️ Skipping {file} unzip as destination directory {path} is not empty.')
return path
for f in TQDM(files, desc=f'Unzipping {file} to {Path(path).resolve()}...', unit='file', disable=not progress):
zipObj.extract(f, path=extract_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.
"""
r = requests.head(url) # response
# Check response
assert r.status_code < 400, f'URL error for {url}: {r.status_code} {r.reason}'
# Check file size
gib = 1 << 30 # bytes per GiB
data = int(r.headers.get('Content-Length', 0)) / 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)
LOGGER.warning(text)
return False
def get_google_drive_file_info(link):
"""
Retrieves the direct download link and filename for a shareable Google Drive file link.
Args:
link (str): The shareable link of the Google Drive file.
Returns:
(str): Direct download URL for the Google Drive file.
(str): Original filename of the Google Drive file. If filename extraction fails, returns None.
Example:
```python
from ultralytics.utils.downloads import get_google_drive_file_info
link = "https://drive.google.com/file/d/1cqT-cJgANNrhIHCrEufUYhQ4RqiWG_lJ/view?usp=drive_link"
url, filename = get_google_drive_file_info(link)
```
"""
file_id = link.split('/d/')[1].split('/view')[0]
drive_url = f'https://drive.google.com/uc?export=download&id={file_id}'
filename = None
# Start session
with requests.Session() as session:
response = session.get(drive_url, stream=True)
if 'quota exceeded' in str(response.content.lower()):
raise ConnectionError(
emojis(f'❌ Google Drive file download quota exceeded. '
f'Please try again later or download this file manually at {link}.'))
for k, v in response.cookies.items():
if k.startswith('download_warning'):
drive_url += f'&confirm={v}' # v is token
cd = response.headers.get('content-disposition')
if cd:
filename = re.findall('filename="(.+)"', cd)[0]
return drive_url, filename
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.
"""
# Check if the URL is a Google Drive link
gdrive = url.startswith('https://drive.google.com/')
if gdrive:
url, file = get_google_drive_file_info(url)
f = dir / (file if gdrive else 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'
desc = f"Downloading {url if gdrive else 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:
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) 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'):
from zipfile import is_zipfile
unzip_dir = dir or f.parent # unzip to dir if provided else unzip in place
if is_zipfile(f):
unzip_dir = unzip_file(file=f, path=unzip_dir, progress=progress) # unzip
elif f.suffix in ('.tar', '.gz'):
LOGGER.info(f'Unzipping {f} to {unzip_dir.resolve()}...')
subprocess.run(['tar', 'xf' if f.suffix == '.tar' else 'xfz', f, '--directory', unzip_dir], check=True)
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 r.reason != 'rate limit exceeded' and retry: # failed and not 403 rate limit exceeded
r = requests.get(url) # try again
if r.status_code != 200:
LOGGER.warning(f'⚠️ GitHub assets check failure for {url}: {r.status_code} {r.reason}')
return '', []
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)
elif repo == GITHUB_ASSETS_REPO and name in GITHUB_ASSETS_NAMES:
safe_download(url=f'https://github.com/{repo}/releases/download/{release}/{name}', file=file, min_bytes=1E5)
else:
tag, assets = get_github_assets(repo, release)
if not assets:
tag, assets = get_github_assets(repo) # latest release
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)