# coding=utf-8 # Copyright 2022-present, the HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Contains utilities to handle HTTP requests in Huggingface Hub.""" import io import os import threading import time import uuid from functools import lru_cache from http import HTTPStatus from typing import Callable, Optional, Tuple, Type, Union import requests from requests import Response from requests.adapters import HTTPAdapter from requests.models import PreparedRequest from huggingface_hub.errors import OfflineModeIsEnabled from .. import constants from . import logging from ._typing import HTTP_METHOD_T logger = logging.get_logger(__name__) # Both headers are used by the Hub to debug failed requests. # `X_AMZN_TRACE_ID` is better as it also works to debug on Cloudfront and ALB. # If `X_AMZN_TRACE_ID` is set, the Hub will use it as well. X_AMZN_TRACE_ID = "X-Amzn-Trace-Id" X_REQUEST_ID = "x-request-id" class UniqueRequestIdAdapter(HTTPAdapter): X_AMZN_TRACE_ID = "X-Amzn-Trace-Id" def add_headers(self, request, **kwargs): super().add_headers(request, **kwargs) # Add random request ID => easier for server-side debug if X_AMZN_TRACE_ID not in request.headers: request.headers[X_AMZN_TRACE_ID] = request.headers.get(X_REQUEST_ID) or str(uuid.uuid4()) # Add debug log has_token = str(request.headers.get("authorization", "")).startswith("Bearer hf_") logger.debug( f"Request {request.headers[X_AMZN_TRACE_ID]}: {request.method} {request.url} (authenticated: {has_token})" ) def send(self, request: PreparedRequest, *args, **kwargs) -> Response: """Catch any RequestException to append request id to the error message for debugging.""" try: return super().send(request, *args, **kwargs) except requests.RequestException as e: request_id = request.headers.get(X_AMZN_TRACE_ID) if request_id is not None: # Taken from https://stackoverflow.com/a/58270258 e.args = (*e.args, f"(Request ID: {request_id})") raise class OfflineAdapter(HTTPAdapter): def send(self, request: PreparedRequest, *args, **kwargs) -> Response: raise OfflineModeIsEnabled( f"Cannot reach {request.url}: offline mode is enabled. To disable it, please unset the `HF_HUB_OFFLINE` environment variable." ) def _default_backend_factory() -> requests.Session: session = requests.Session() if constants.HF_HUB_OFFLINE: session.mount("http://", OfflineAdapter()) session.mount("https://", OfflineAdapter()) else: session.mount("http://", UniqueRequestIdAdapter()) session.mount("https://", UniqueRequestIdAdapter()) return session BACKEND_FACTORY_T = Callable[[], requests.Session] _GLOBAL_BACKEND_FACTORY: BACKEND_FACTORY_T = _default_backend_factory def configure_http_backend(backend_factory: BACKEND_FACTORY_T = _default_backend_factory) -> None: """ Configure the HTTP backend by providing a `backend_factory`. Any HTTP calls made by `huggingface_hub` will use a Session object instantiated by this factory. This can be useful if you are running your scripts in a specific environment requiring custom configuration (e.g. custom proxy or certifications). Use [`get_session`] to get a configured Session. Since `requests.Session` is not guaranteed to be thread-safe, `huggingface_hub` creates 1 Session instance per thread. They are all instantiated using the same `backend_factory` set in [`configure_http_backend`]. A LRU cache is used to cache the created sessions (and connections) between calls. Max size is 128 to avoid memory leaks if thousands of threads are spawned. See [this issue](https://github.com/psf/requests/issues/2766) to know more about thread-safety in `requests`. Example: ```py import requests from huggingface_hub import configure_http_backend, get_session # Create a factory function that returns a Session with configured proxies def backend_factory() -> requests.Session: session = requests.Session() session.proxies = {"http": "http://10.10.1.10:3128", "https": "https://10.10.1.11:1080"} return session # Set it as the default session factory configure_http_backend(backend_factory=backend_factory) # In practice, this is mostly done internally in `huggingface_hub` session = get_session() ``` """ global _GLOBAL_BACKEND_FACTORY _GLOBAL_BACKEND_FACTORY = backend_factory reset_sessions() def get_session() -> requests.Session: """ Get a `requests.Session` object, using the session factory from the user. Use [`get_session`] to get a configured Session. Since `requests.Session` is not guaranteed to be thread-safe, `huggingface_hub` creates 1 Session instance per thread. They are all instantiated using the same `backend_factory` set in [`configure_http_backend`]. A LRU cache is used to cache the created sessions (and connections) between calls. Max size is 128 to avoid memory leaks if thousands of threads are spawned. See [this issue](https://github.com/psf/requests/issues/2766) to know more about thread-safety in `requests`. Example: ```py import requests from huggingface_hub import configure_http_backend, get_session # Create a factory function that returns a Session with configured proxies def backend_factory() -> requests.Session: session = requests.Session() session.proxies = {"http": "http://10.10.1.10:3128", "https": "https://10.10.1.11:1080"} return session # Set it as the default session factory configure_http_backend(backend_factory=backend_factory) # In practice, this is mostly done internally in `huggingface_hub` session = get_session() ``` """ return _get_session_from_cache(process_id=os.getpid(), thread_id=threading.get_ident()) def reset_sessions() -> None: """Reset the cache of sessions. Mostly used internally when sessions are reconfigured or an SSLError is raised. See [`configure_http_backend`] for more details. """ _get_session_from_cache.cache_clear() @lru_cache def _get_session_from_cache(process_id: int, thread_id: int) -> requests.Session: """ Create a new session per thread using global factory. Using LRU cache (maxsize 128) to avoid memory leaks when using thousands of threads. Cache is cleared when `configure_http_backend` is called. """ return _GLOBAL_BACKEND_FACTORY() def http_backoff( method: HTTP_METHOD_T, url: str, *, max_retries: int = 5, base_wait_time: float = 1, max_wait_time: float = 8, retry_on_exceptions: Union[Type[Exception], Tuple[Type[Exception], ...]] = ( requests.Timeout, requests.ConnectionError, ), retry_on_status_codes: Union[int, Tuple[int, ...]] = HTTPStatus.SERVICE_UNAVAILABLE, **kwargs, ) -> Response: """Wrapper around requests to retry calls on an endpoint, with exponential backoff. Endpoint call is retried on exceptions (ex: connection timeout, proxy error,...) and/or on specific status codes (ex: service unavailable). If the call failed more than `max_retries`, the exception is thrown or `raise_for_status` is called on the response object. Re-implement mechanisms from the `backoff` library to avoid adding an external dependencies to `hugging_face_hub`. See https://github.com/litl/backoff. Args: method (`Literal["GET", "OPTIONS", "HEAD", "POST", "PUT", "PATCH", "DELETE"]`): HTTP method to perform. url (`str`): The URL of the resource to fetch. max_retries (`int`, *optional*, defaults to `5`): Maximum number of retries, defaults to 5 (no retries). base_wait_time (`float`, *optional*, defaults to `1`): 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`, *optional*, defaults to `8`): Maximum duration (in seconds) to wait before retrying. retry_on_exceptions (`Type[Exception]` or `Tuple[Type[Exception]]`, *optional*): Define which exceptions must be caught to retry the request. Can be a single type or a tuple of types. By default, retry on `requests.Timeout` and `requests.ConnectionError`. retry_on_status_codes (`int` or `Tuple[int]`, *optional*, defaults to `503`): Define on which status codes the request must be retried. By default, only HTTP 503 Service Unavailable is retried. **kwargs (`dict`, *optional*): kwargs to pass to `requests.request`. Example: ``` >>> from huggingface_hub.utils import http_backoff # Same usage as "requests.request". >>> response = http_backoff("GET", "https://www.google.com") >>> response.raise_for_status() # If you expect a Gateway Timeout from time to time >>> http_backoff("PUT", upload_url, data=data, retry_on_status_codes=504) >>> response.raise_for_status() ``` When using `requests` it is possible to stream data by passing an iterator to the `data` argument. On http backoff this is a problem as the iterator is not reset after a failed call. This issue is mitigated for file objects or any IO streams by saving the initial position of the cursor (with `data.tell()`) and resetting the cursor between each call (with `data.seek()`). For arbitrary iterators, http backoff will fail. If this is a hard constraint for you, please let us know by opening an issue on [Github](https://github.com/huggingface/huggingface_hub). """ if isinstance(retry_on_exceptions, type): # Tuple from single exception type retry_on_exceptions = (retry_on_exceptions,) if isinstance(retry_on_status_codes, int): # Tuple from single status code retry_on_status_codes = (retry_on_status_codes,) nb_tries = 0 sleep_time = base_wait_time # If `data` is used and is a file object (or any IO), it will be consumed on the # first HTTP request. We need to save the initial position so that the full content # of the file is re-sent on http backoff. See warning tip in docstring. io_obj_initial_pos = None if "data" in kwargs and isinstance(kwargs["data"], io.IOBase): io_obj_initial_pos = kwargs["data"].tell() session = get_session() while True: nb_tries += 1 try: # If `data` is used and is a file object (or any IO), set back cursor to # initial position. if io_obj_initial_pos is not None: kwargs["data"].seek(io_obj_initial_pos) # Perform request and return if status_code is not in the retry list. response = session.request(method=method, url=url, **kwargs) if response.status_code not in retry_on_status_codes: return response # Wrong status code returned (HTTP 503 for instance) logger.warning(f"HTTP Error {response.status_code} thrown while requesting {method} {url}") if nb_tries > max_retries: response.raise_for_status() # Will raise uncaught exception # We return response to avoid infinite loop in the corner case where the # user ask for retry on a status code that doesn't raise_for_status. return response except retry_on_exceptions as err: logger.warning(f"'{err}' thrown while requesting {method} {url}") if isinstance(err, requests.ConnectionError): reset_sessions() # In case of SSLError it's best to reset the shared requests.Session objects if nb_tries > max_retries: raise err # Sleep for X seconds logger.warning(f"Retrying in {sleep_time}s [Retry {nb_tries}/{max_retries}].") time.sleep(sleep_time) # Update sleep time for next retry sleep_time = min(max_wait_time, sleep_time * 2) # Exponential backoff def fix_hf_endpoint_in_url(url: str, endpoint: Optional[str]) -> str: """Replace the default endpoint in a URL by a custom one. This is useful when using a proxy and the Hugging Face Hub returns a URL with the default endpoint. """ endpoint = endpoint or constants.ENDPOINT # check if a proxy has been set => if yes, update the returned URL to use the proxy if endpoint not in (None, constants._HF_DEFAULT_ENDPOINT, constants._HF_DEFAULT_STAGING_ENDPOINT): url = url.replace(constants._HF_DEFAULT_ENDPOINT, endpoint) url = url.replace(constants._HF_DEFAULT_STAGING_ENDPOINT, endpoint) return url