import shutil import threading import time import uuid import requests from ultralytics.hub.config import HUB_API_ROOT from ultralytics.yolo.utils import LOGGER, RANK, SETTINGS, colorstr, emojis PREFIX = colorstr('Ultralytics: ') HELP_MSG = 'If this issue persists please visit https://github.com/ultralytics/hub/issues for assistance.' def check_dataset_disk_space(url='https://github.com/ultralytics/yolov5/releases/download/v1.0/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 a ajax request with cookies attached """ 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") # Deprecated TODO: eliminate this function? def split_key(key: str = '') -> tuple[str, str]: """ 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 smart_request(*args, retry=3, timeout=30, thread=True, code=-1, method="post", **kwargs): """ Makes an HTTP request using the 'requests' library, with exponential backoff retries up to a specified timeout. Args: *args: Positional arguments to be passed to the requests function specified in method. 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. method (str, optional): The HTTP method to use for the request. Choices are 'post' and 'get'. Default is 'post'. **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 methods = {'post': requests.post, 'get': requests.get} # request methods def fcn(*args, **kwargs): t0 = time.time() for i in range(retry + 1): if (time.time() - t0) > timeout: break r = methods[method](*args, **kwargs) # i.e. post(url, data, json, files) if r.status_code == 200: break try: m = r.json().get('message', 'No JSON message.') except Exception: 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." 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 if thread: threading.Thread(target=fcn, args=args, kwargs=kwargs, daemon=True).start() else: return fcn(*args, **kwargs) def sync_analytics(cfg, enabled=False): """ Sync analytics data if enabled in the global settings Args: cfg (DictConfig): Configuration for the task and mode. enabled (bool): For debugging. """ if SETTINGS['sync'] and RANK in {-1, 0} and enabled: cfg = dict(cfg) # convert type from DictConfig to dict cfg['uuid'] = uuid.getnode() # add the device UUID to the configuration data # Send a request to the HUB API to sync the analytics data smart_request(f'{HUB_API_ROOT}/analytics', data=cfg, headers=None, code=3, retry=0)