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| | """Contains utilities to handle HTTP requests in Huggingface Hub.""" |
| |
|
| | import io |
| | import os |
| | import re |
| | import threading |
| | import time |
| | import uuid |
| | from functools import lru_cache |
| | from shlex import quote |
| | from typing import Any, Callable, List, Optional, Tuple, Type, Union |
| |
|
| | import requests |
| | from requests import HTTPError, Response |
| | from requests.adapters import HTTPAdapter |
| | from requests.models import PreparedRequest |
| |
|
| | from huggingface_hub.errors import OfflineModeIsEnabled |
| |
|
| | from .. import constants |
| | from ..errors import ( |
| | BadRequestError, |
| | DisabledRepoError, |
| | EntryNotFoundError, |
| | GatedRepoError, |
| | HfHubHTTPError, |
| | RepositoryNotFoundError, |
| | RevisionNotFoundError, |
| | ) |
| | from . import logging |
| | from ._fixes import JSONDecodeError |
| | from ._lfs import SliceFileObj |
| | from ._typing import HTTP_METHOD_T |
| |
|
| |
|
| | logger = logging.get_logger(__name__) |
| |
|
| | |
| | |
| | |
| | X_AMZN_TRACE_ID = "X-Amzn-Trace-Id" |
| | X_REQUEST_ID = "x-request-id" |
| |
|
| | REPO_API_REGEX = re.compile( |
| | r""" |
| | # staging or production endpoint |
| | ^https://[^/]+ |
| | ( |
| | # on /api/repo_type/repo_id |
| | /api/(models|datasets|spaces)/(.+) |
| | | |
| | # or /repo_id/resolve/revision/... |
| | /(.+)/resolve/(.+) |
| | ) |
| | """, |
| | flags=re.VERBOSE, |
| | ) |
| |
|
| |
|
| | class UniqueRequestIdAdapter(HTTPAdapter): |
| | X_AMZN_TRACE_ID = "X-Amzn-Trace-Id" |
| |
|
| | def add_headers(self, request, **kwargs): |
| | super().add_headers(request, **kwargs) |
| |
|
| | |
| | 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()) |
| |
|
| | |
| | has_token = len(str(request.headers.get("authorization", ""))) > 0 |
| | 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.""" |
| | if constants.HF_DEBUG: |
| | logger.debug(f"Send: {_curlify(request)}") |
| | 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: |
| | |
| | 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, ...]] = (500, 502, 503, 504), |
| | **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 `(500, 502, 503, 504)`): |
| | Define on which status codes the request must be retried. By default, 5xx errors are 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() |
| | ``` |
| | |
| | <Tip warning={true}> |
| | |
| | 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). |
| | |
| | </Tip> |
| | """ |
| | if isinstance(retry_on_exceptions, type): |
| | retry_on_exceptions = (retry_on_exceptions,) |
| |
|
| | if isinstance(retry_on_status_codes, int): |
| | retry_on_status_codes = (retry_on_status_codes,) |
| |
|
| | nb_tries = 0 |
| | sleep_time = base_wait_time |
| |
|
| | |
| | |
| | |
| | io_obj_initial_pos = None |
| | if "data" in kwargs and isinstance(kwargs["data"], (io.IOBase, SliceFileObj)): |
| | io_obj_initial_pos = kwargs["data"].tell() |
| |
|
| | session = get_session() |
| | while True: |
| | nb_tries += 1 |
| | try: |
| | |
| | |
| | if io_obj_initial_pos is not None: |
| | kwargs["data"].seek(io_obj_initial_pos) |
| |
|
| | |
| | response = session.request(method=method, url=url, **kwargs) |
| | if response.status_code not in retry_on_status_codes: |
| | return response |
| |
|
| | |
| | logger.warning(f"HTTP Error {response.status_code} thrown while requesting {method} {url}") |
| | if nb_tries > max_retries: |
| | response.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() |
| |
|
| | if nb_tries > max_retries: |
| | raise err |
| |
|
| | |
| | logger.warning(f"Retrying in {sleep_time}s [Retry {nb_tries}/{max_retries}].") |
| | time.sleep(sleep_time) |
| |
|
| | |
| | sleep_time = min(max_wait_time, sleep_time * 2) |
| |
|
| |
|
| | 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.rstrip("/") if endpoint else constants.ENDPOINT |
| | |
| | if endpoint not in (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 |
| |
|
| |
|
| | def hf_raise_for_status(response: Response, endpoint_name: Optional[str] = None) -> None: |
| | """ |
| | Internal version of `response.raise_for_status()` that will refine a |
| | potential HTTPError. Raised exception will be an instance of `HfHubHTTPError`. |
| | |
| | This helper is meant to be the unique method to raise_for_status when making a call |
| | to the Hugging Face Hub. |
| | |
| | |
| | Example: |
| | ```py |
| | import requests |
| | from huggingface_hub.utils import get_session, hf_raise_for_status, HfHubHTTPError |
| | |
| | response = get_session().post(...) |
| | try: |
| | hf_raise_for_status(response) |
| | except HfHubHTTPError as e: |
| | print(str(e)) # formatted message |
| | e.request_id, e.server_message # details returned by server |
| | |
| | # Complete the error message with additional information once it's raised |
| | e.append_to_message("\n`create_commit` expects the repository to exist.") |
| | raise |
| | ``` |
| | |
| | Args: |
| | response (`Response`): |
| | Response from the server. |
| | endpoint_name (`str`, *optional*): |
| | Name of the endpoint that has been called. If provided, the error message |
| | will be more complete. |
| | |
| | <Tip warning={true}> |
| | |
| | Raises when the request has failed: |
| | |
| | - [`~utils.RepositoryNotFoundError`] |
| | If the repository to download from cannot be found. This may be because it |
| | doesn't exist, because `repo_type` is not set correctly, or because the repo |
| | is `private` and you do not have access. |
| | - [`~utils.GatedRepoError`] |
| | If the repository exists but is gated and the user is not on the authorized |
| | list. |
| | - [`~utils.RevisionNotFoundError`] |
| | If the repository exists but the revision couldn't be find. |
| | - [`~utils.EntryNotFoundError`] |
| | If the repository exists but the entry (e.g. the requested file) couldn't be |
| | find. |
| | - [`~utils.BadRequestError`] |
| | If request failed with a HTTP 400 BadRequest error. |
| | - [`~utils.HfHubHTTPError`] |
| | If request failed for a reason not listed above. |
| | |
| | </Tip> |
| | """ |
| | try: |
| | response.raise_for_status() |
| | except HTTPError as e: |
| | error_code = response.headers.get("X-Error-Code") |
| | error_message = response.headers.get("X-Error-Message") |
| |
|
| | if error_code == "RevisionNotFound": |
| | message = f"{response.status_code} Client Error." + "\n\n" + f"Revision Not Found for url: {response.url}." |
| | raise _format(RevisionNotFoundError, message, response) from e |
| |
|
| | elif error_code == "EntryNotFound": |
| | message = f"{response.status_code} Client Error." + "\n\n" + f"Entry Not Found for url: {response.url}." |
| | raise _format(EntryNotFoundError, message, response) from e |
| |
|
| | elif error_code == "GatedRepo": |
| | message = ( |
| | f"{response.status_code} Client Error." + "\n\n" + f"Cannot access gated repo for url {response.url}." |
| | ) |
| | raise _format(GatedRepoError, message, response) from e |
| |
|
| | elif error_message == "Access to this resource is disabled.": |
| | message = ( |
| | f"{response.status_code} Client Error." |
| | + "\n\n" |
| | + f"Cannot access repository for url {response.url}." |
| | + "\n" |
| | + "Access to this resource is disabled." |
| | ) |
| | raise _format(DisabledRepoError, message, response) from e |
| |
|
| | elif error_code == "RepoNotFound" or ( |
| | response.status_code == 401 |
| | and error_message != "Invalid credentials in Authorization header" |
| | and response.request is not None |
| | and response.request.url is not None |
| | and REPO_API_REGEX.search(response.request.url) is not None |
| | ): |
| | |
| | |
| | |
| | |
| | |
| | message = ( |
| | f"{response.status_code} Client Error." |
| | + "\n\n" |
| | + f"Repository Not Found for url: {response.url}." |
| | + "\nPlease make sure you specified the correct `repo_id` and" |
| | " `repo_type`.\nIf you are trying to access a private or gated repo," |
| | " make sure you are authenticated. For more details, see" |
| | " https://huggingface.co/docs/huggingface_hub/authentication" |
| | ) |
| | raise _format(RepositoryNotFoundError, message, response) from e |
| |
|
| | elif response.status_code == 400: |
| | message = ( |
| | f"\n\nBad request for {endpoint_name} endpoint:" if endpoint_name is not None else "\n\nBad request:" |
| | ) |
| | raise _format(BadRequestError, message, response) from e |
| |
|
| | elif response.status_code == 403: |
| | message = ( |
| | f"\n\n{response.status_code} Forbidden: {error_message}." |
| | + f"\nCannot access content at: {response.url}." |
| | + "\nMake sure your token has the correct permissions." |
| | ) |
| | raise _format(HfHubHTTPError, message, response) from e |
| |
|
| | elif response.status_code == 416: |
| | range_header = response.request.headers.get("Range") |
| | message = f"{e}. Requested range: {range_header}. Content-Range: {response.headers.get('Content-Range')}." |
| | raise _format(HfHubHTTPError, message, response) from e |
| |
|
| | |
| | |
| | raise _format(HfHubHTTPError, str(e), response) from e |
| |
|
| |
|
| | def _format(error_type: Type[HfHubHTTPError], custom_message: str, response: Response) -> HfHubHTTPError: |
| | server_errors = [] |
| |
|
| | |
| | from_headers = response.headers.get("X-Error-Message") |
| | if from_headers is not None: |
| | server_errors.append(from_headers) |
| |
|
| | |
| | try: |
| | |
| | data = response.json() |
| |
|
| | error = data.get("error") |
| | if error is not None: |
| | if isinstance(error, list): |
| | |
| | server_errors.extend(error) |
| | else: |
| | |
| | server_errors.append(error) |
| |
|
| | errors = data.get("errors") |
| | if errors is not None: |
| | |
| | for error in errors: |
| | if "message" in error: |
| | server_errors.append(error["message"]) |
| |
|
| | except JSONDecodeError: |
| | |
| | content_type = response.headers.get("Content-Type", "") |
| | if response.text and "html" not in content_type.lower(): |
| | server_errors.append(response.text) |
| |
|
| | |
| | server_errors = [str(line).strip() for line in server_errors if str(line).strip()] |
| |
|
| | |
| | |
| | server_errors = list(dict.fromkeys(server_errors)) |
| |
|
| | |
| | server_message = "\n".join(server_errors) |
| |
|
| | |
| | final_error_message = custom_message |
| | if server_message and server_message.lower() not in custom_message.lower(): |
| | if "\n\n" in custom_message: |
| | final_error_message += "\n" + server_message |
| | else: |
| | final_error_message += "\n\n" + server_message |
| | |
| | request_id = str(response.headers.get(X_REQUEST_ID, "")) |
| | if request_id: |
| | request_id_message = f" (Request ID: {request_id})" |
| | else: |
| | |
| | request_id = str(response.headers.get(X_AMZN_TRACE_ID, "")) |
| | if request_id: |
| | request_id_message = f" (Amzn Trace ID: {request_id})" |
| | if request_id and request_id.lower() not in final_error_message.lower(): |
| | if "\n" in final_error_message: |
| | newline_index = final_error_message.index("\n") |
| | final_error_message = ( |
| | final_error_message[:newline_index] + request_id_message + final_error_message[newline_index:] |
| | ) |
| | else: |
| | final_error_message += request_id_message |
| |
|
| | |
| | return error_type(final_error_message.strip(), response=response, server_message=server_message or None) |
| |
|
| |
|
| | def _curlify(request: requests.PreparedRequest) -> str: |
| | """Convert a `requests.PreparedRequest` into a curl command (str). |
| | |
| | Used for debug purposes only. |
| | |
| | Implementation vendored from https://github.com/ofw/curlify/blob/master/curlify.py. |
| | MIT License Copyright (c) 2016 Egor. |
| | """ |
| | parts: List[Tuple[Any, Any]] = [ |
| | ("curl", None), |
| | ("-X", request.method), |
| | ] |
| |
|
| | for k, v in sorted(request.headers.items()): |
| | if k.lower() == "authorization": |
| | v = "<TOKEN>" |
| | parts += [("-H", "{0}: {1}".format(k, v))] |
| |
|
| | if request.body: |
| | body = request.body |
| | if isinstance(body, bytes): |
| | body = body.decode("utf-8", errors="ignore") |
| | elif hasattr(body, "read"): |
| | body = "<file-like object>" |
| | if len(body) > 1000: |
| | body = body[:1000] + " ... [truncated]" |
| | parts += [("-d", body.replace("\n", ""))] |
| |
|
| | parts += [(None, request.url)] |
| |
|
| | flat_parts = [] |
| | for k, v in parts: |
| | if k: |
| | flat_parts.append(quote(k)) |
| | if v: |
| | flat_parts.append(quote(v)) |
| |
|
| | return " ".join(flat_parts) |
| |
|
| |
|
| | |
| | RANGE_REGEX = re.compile(r"^\s*bytes\s*=\s*(\d*)\s*-\s*(\d*)\s*$", re.IGNORECASE) |
| |
|
| |
|
| | def _adjust_range_header(original_range: Optional[str], resume_size: int) -> Optional[str]: |
| | """ |
| | Adjust HTTP Range header to account for resume position. |
| | """ |
| | if not original_range: |
| | return f"bytes={resume_size}-" |
| |
|
| | if "," in original_range: |
| | raise ValueError(f"Multiple ranges detected - {original_range!r}, not supported yet.") |
| |
|
| | match = RANGE_REGEX.match(original_range) |
| | if not match: |
| | raise RuntimeError(f"Invalid range format - {original_range!r}.") |
| | start, end = match.groups() |
| |
|
| | if not start: |
| | if not end: |
| | raise RuntimeError(f"Invalid range format - {original_range!r}.") |
| |
|
| | new_suffix = int(end) - resume_size |
| | new_range = f"bytes=-{new_suffix}" |
| | if new_suffix <= 0: |
| | raise RuntimeError(f"Empty new range - {new_range!r}.") |
| | return new_range |
| |
|
| | start = int(start) |
| | new_start = start + resume_size |
| | if end: |
| | end = int(end) |
| | new_range = f"bytes={new_start}-{end}" |
| | if new_start > end: |
| | raise RuntimeError(f"Empty new range - {new_range!r}.") |
| | return new_range |
| |
|
| | return f"bytes={new_start}-" |
| |
|