# Ultralytics YOLO 🚀, GPL-3.0 license
import os
import platform
import shutil
import sys
import threading
import time
from pathlib import Path
from random import random
import requests
from tqdm import tqdm
from ultralytics.yolo.utils import (DEFAULT_CFG_DICT, ENVIRONMENT, LOGGER, ONLINE, RANK, SETTINGS, TESTS_RUNNING,
TQDM_BAR_FORMAT, TryExcept, __version__, colorstr, emojis, get_git_origin_url,
is_colab, is_git_dir, is_pip_package)
PREFIX = colorstr('Ultralytics HUB: ')
HELP_MSG = 'If this issue persists please visit https://github.com/ultralytics/hub/issues for assistance.'
HUB_API_ROOT = os.environ.get('ULTRALYTICS_HUB_API', 'https://api.ultralytics.com')
def check_dataset_disk_space(url='https://ultralytics.com/assets/coco128.zip', sf=2.0):
# Check that url fits on disk with safety factor sf, i.e. require 2GB free if url size is 1GB with sf=2.0
gib = 1 << 30 # bytes per GiB
data = int(requests.head(url).headers['Content-Length']) / gib # dataset size (GB)
total, used, free = (x / gib for x in shutil.disk_usage('/')) # bytes
LOGGER.info(f'{PREFIX}{data:.3f} GB dataset, {free:.1f}/{total:.1f} GB free disk space')
if data * sf < free:
return True # sufficient space
LOGGER.warning(f'{PREFIX}WARNING: Insufficient free disk space {free:.1f} GB < {data * sf:.3f} GB required, '
f'training cancelled ❌. Please free {data * sf - free:.1f} GB additional disk space and try again.')
return False # insufficient space
def request_with_credentials(url: str) -> any:
""" Make an ajax request with cookies attached """
if not is_colab():
raise OSError('request_with_credentials() must run in a Colab environment')
from google.colab import output # noqa
from IPython import display # noqa
display.display(
display.Javascript("""
window._hub_tmp = new Promise((resolve, reject) => {
const timeout = setTimeout(() => reject("Failed authenticating existing browser session"), 5000)
fetch("%s", {
method: 'POST',
credentials: 'include'
})
.then((response) => resolve(response.json()))
.then((json) => {
clearTimeout(timeout);
}).catch((err) => {
clearTimeout(timeout);
reject(err);
});
});
""" % url))
return output.eval_js('_hub_tmp')
def split_key(key=''):
"""
Verify and split a 'api_key[sep]model_id' string, sep is one of '.' or '_'
Args:
key (str): The model key to split. If not provided, the user will be prompted to enter it.
Returns:
Tuple[str, str]: A tuple containing the API key and model ID.
"""
import getpass
error_string = emojis(f'{PREFIX}Invalid API key ⚠️\n') # error string
if not key:
key = getpass.getpass('Enter model key: ')
sep = '_' if '_' in key else '.' if '.' in key else None # separator
assert sep, error_string
api_key, model_id = key.split(sep)
assert len(api_key) and len(model_id), error_string
return api_key, model_id
def requests_with_progress(method, url, **kwargs):
"""
Make an HTTP request using the specified method and URL, with an optional progress bar.
Args:
method (str): The HTTP method to use (e.g. 'GET', 'POST').
url (str): The URL to send the request to.
progress (bool, optional): Whether to display a progress bar. Defaults to False.
**kwargs: Additional keyword arguments to pass to the underlying `requests.request` function.
Returns:
requests.Response: The response from the HTTP request.
"""
progress = kwargs.pop('progress', False)
if not progress:
return requests.request(method, url, **kwargs)
response = requests.request(method, url, stream=True, **kwargs)
total = int(response.headers.get('content-length', 0)) # total size
pbar = tqdm(total=total, unit='B', unit_scale=True, unit_divisor=1024, bar_format=TQDM_BAR_FORMAT)
for data in response.iter_content(chunk_size=1024):
pbar.update(len(data))
pbar.close()
return response
def smart_request(method, url, retry=3, timeout=30, thread=True, code=-1, verbose=True, progress=False, **kwargs):
"""
Makes an HTTP request using the 'requests' library, with exponential backoff retries up to a specified timeout.
Args:
method (str): The HTTP method to use for the request. Choices are 'post' and 'get'.
url (str): The URL to make the request to.
retry (int, optional): Number of retries to attempt before giving up. Default is 3.
timeout (int, optional): Timeout in seconds after which the function will give up retrying. Default is 30.
thread (bool, optional): Whether to execute the request in a separate daemon thread. Default is True.
code (int, optional): An identifier for the request, used for logging purposes. Default is -1.
verbose (bool, optional): A flag to determine whether to print out to console or not. Default is True.
progress (bool, optional): Whether to show a progress bar during the request. Default is False.
**kwargs: Keyword arguments to be passed to the requests function specified in method.
Returns:
requests.Response: The HTTP response object. If the request is executed in a separate thread, returns None.
"""
retry_codes = (408, 500) # retry only these codes
@TryExcept(verbose=verbose)
def func(func_method, func_url, **func_kwargs):
r = None # response
t0 = time.time() # initial time for timer
for i in range(retry + 1):
if (time.time() - t0) > timeout:
break
r = requests_with_progress(func_method, func_url, **func_kwargs) # i.e. get(url, data, json, files)
if r.status_code == 200:
break
try:
m = r.json().get('message', 'No JSON message.')
except AttributeError:
m = 'Unable to read JSON.'
if i == 0:
if r.status_code in retry_codes:
m += f' Retrying {retry}x for {timeout}s.' if retry else ''
elif r.status_code == 429: # rate limit
h = r.headers # response headers
m = f"Rate limit reached ({h['X-RateLimit-Remaining']}/{h['X-RateLimit-Limit']}). " \
f"Please retry after {h['Retry-After']}s."
if verbose:
LOGGER.warning(f'{PREFIX}{m} {HELP_MSG} ({r.status_code} #{code})')
if r.status_code not in retry_codes:
return r
time.sleep(2 ** i) # exponential standoff
return r
args = method, url
kwargs['progress'] = progress
if thread:
threading.Thread(target=func, args=args, kwargs=kwargs, daemon=True).start()
else:
return func(*args, **kwargs)
class Traces:
def __init__(self):
"""
Initialize Traces for error tracking and reporting if tests are not currently running.
"""
self.rate_limit = 3.0 # rate limit (seconds)
self.t = 0.0 # rate limit timer (seconds)
self.metadata = {
'sys_argv_name': Path(sys.argv[0]).name,
'install': 'git' if is_git_dir() else 'pip' if is_pip_package() else 'other',
'python': platform.python_version(),
'release': __version__,
'environment': ENVIRONMENT}
self.enabled = \
SETTINGS['sync'] and \
RANK in (-1, 0) and \
not TESTS_RUNNING and \
ONLINE and \
(is_pip_package() or get_git_origin_url() == 'https://github.com/ultralytics/ultralytics.git')
def __call__(self, cfg, all_keys=False, traces_sample_rate=1.0):
"""
Sync traces data if enabled in the global settings
Args:
cfg (IterableSimpleNamespace): Configuration for the task and mode.
all_keys (bool): Sync all items, not just non-default values.
traces_sample_rate (float): Fraction of traces captured from 0.0 to 1.0
"""
t = time.time() # current time
if self.enabled and random() < traces_sample_rate and (t - self.t) > self.rate_limit:
self.t = t # reset rate limit timer
cfg = vars(cfg) # convert type from IterableSimpleNamespace to dict
if not all_keys: # filter cfg
include_keys = {'task', 'mode'} # always include
cfg = {
k: (v.split(os.sep)[-1] if isinstance(v, str) and os.sep in v else v)
for k, v in cfg.items() if v != DEFAULT_CFG_DICT.get(k, None) or k in include_keys}
trace = {'uuid': SETTINGS['uuid'], 'cfg': cfg, 'metadata': self.metadata}
# Send a request to the HUB API to sync analytics
smart_request('post', f'{HUB_API_ROOT}/v1/usage/anonymous', json=trace, code=3, retry=0, verbose=False)
# Run below code on hub/utils init -------------------------------------------------------------------------------------
traces = Traces()