code: def _request_with_retry(
      method: str,
      url: str,
      max_retries: int = 0,
      base_wait_time: float = 0.5,
      max_wait_time: float = 2,
      timeout: float = 10.0,
      **params,
  ) -> requests.Response:
      """Wrapper around requests to retry in case it fails with a ConnectTimeout, with exponential backoff.
  
      Note that if the environment variable HF_EVALUATE_OFFLINE is set to 1, then a OfflineModeIsEnabled error is raised.
  
      Args:
          method (str): HTTP method, such as 'GET' or 'HEAD'.
          url (str): The URL of the resource to fetch.
          max_retries (int): Maximum number of retries, defaults to 0 (no retries).
          base_wait_time (float): Duration (in seconds) to wait before retrying the first time. Wait time between
              retries then grows exponentially, capped by max_wait_time.
          max_wait_time (float): Maximum amount of time between two retries, in seconds.
          **params: Params to pass to :obj:`requests.request`.
      """
      _raise_if_offline_mode_is_enabled(f"Tried to reach {url}")
      tries, success = 0, False
      while not success:
          tries += 1
          try:
              response = requests.request(
                  method=method.upper(),
                  url=url,
                  timeout=timeout,
                  **params,
              )
              success = True
          except (
              requests.exceptions.ConnectTimeout,
              requests.exceptions.ConnectionError,
          ) as err:
              if tries > max_retries:
                  raise err
              else:
                  logger.info(
                      f"{method} request to {url} timed out, retrying... [{tries/max_retries}]"
                  )
                  sleep_time = min(
                      max_wait_time, base_wait_time * 2 ** (tries - 1)
                  )  # Exponential backoff
                  time.sleep(sleep_time)
      return response
  
imports: import copy
  import io
  import json
  import os
  import posixpath
  import re
  import shutil
  import sys
  import tempfile
  import time
  import urllib
  from contextlib import closing, contextmanager
  from functools import partial
  from hashlib import sha256
  from pathlib import Path
  from typing import List, Optional, Type, TypeVar, Union
  from urllib.parse import urljoin, urlparse
  import requests
  from datasets import DownloadConfig
  from datasets.utils.extract import ExtractManager
  from datasets.utils.filelock import FileLock
  from ..None import __version__, config
  from .None import logging
label_desc: Use image node_id 17 for calling a global function with example usage: _request_with_retry(method, url, max_retries, base_wait_time, max_wait_time, timeout) and returns: response