import copy import errno import os import re import shutil import stat import time import uuid import warnings from dataclasses import dataclass from pathlib import Path from typing import Any, BinaryIO, Literal, NoReturn, Optional, Union, overload from urllib.parse import quote, urlparse import httpx from tqdm.auto import tqdm as base_tqdm from . import constants from ._local_folder import get_local_download_paths, read_download_metadata, write_download_metadata from .errors import ( FileMetadataError, GatedRepoError, HfHubHTTPError, LocalEntryNotFoundError, RemoteEntryNotFoundError, RepositoryNotFoundError, RevisionNotFoundError, ) from .utils import ( OfflineModeIsEnabled, SoftTemporaryDirectory, WeakFileLock, XetFileData, build_hf_headers, hf_raise_for_status, logging, parse_xet_file_data_from_response, refresh_xet_connection_info, tqdm, validate_hf_hub_args, ) from .utils._http import ( _DEFAULT_RETRY_ON_EXCEPTIONS, _DEFAULT_RETRY_ON_STATUS_CODES, _adjust_range_header, http_backoff, http_stream_backoff, ) from .utils._runtime import is_xet_available from .utils._typing import HTTP_METHOD_T from .utils.sha import sha_fileobj from .utils.tqdm import _get_progress_bar_context logger = logging.get_logger(__name__) # Return value when trying to load a file from cache but the file does not exist in the distant repo. _CACHED_NO_EXIST = object() _CACHED_NO_EXIST_T = Any # Regex to get filename from a "Content-Disposition" header for CDN-served files HEADER_FILENAME_PATTERN = re.compile(r'filename="(?P.*?)";') # Regex to check if the revision IS directly a commit_hash REGEX_COMMIT_HASH = re.compile(r"^[0-9a-f]{40}$") # Regex to check if the file etag IS a valid sha256 REGEX_SHA256 = re.compile(r"^[0-9a-f]{64}$") _are_symlinks_supported_in_dir: dict[str, bool] = {} # Internal retry timeout for metadata fetch when no local file exists _ETAG_RETRY_TIMEOUT = 60 def are_symlinks_supported(cache_dir: Union[str, Path, None] = None) -> bool: """Return whether the symlinks are supported on the machine. Since symlinks support can change depending on the mounted disk, we need to check on the precise cache folder. By default, the default HF cache directory is checked. Args: cache_dir (`str`, `Path`, *optional*): Path to the folder where cached files are stored. Returns: [bool] Whether symlinks are supported in the directory. """ # Defaults to HF cache if cache_dir is None: cache_dir = constants.HF_HUB_CACHE cache_dir = str(Path(cache_dir).expanduser().resolve()) # make it unique # Check symlink compatibility only once (per cache directory) at first time use if cache_dir not in _are_symlinks_supported_in_dir: _are_symlinks_supported_in_dir[cache_dir] = True os.makedirs(cache_dir, exist_ok=True) with SoftTemporaryDirectory(dir=cache_dir) as tmpdir: src_path = Path(tmpdir) / "dummy_file_src" src_path.touch() dst_path = Path(tmpdir) / "dummy_file_dst" # Relative source path as in `_create_symlink`` relative_src = os.path.relpath(src_path, start=os.path.dirname(dst_path)) try: os.symlink(relative_src, dst_path) except OSError: # Likely running on Windows _are_symlinks_supported_in_dir[cache_dir] = False if not constants.HF_HUB_DISABLE_SYMLINKS_WARNING: message = ( "`huggingface_hub` cache-system uses symlinks by default to" " efficiently store duplicated files but your machine does not" f" support them in {cache_dir}. Caching files will still work" " but in a degraded version that might require more space on" " your disk. This warning can be disabled by setting the" " `HF_HUB_DISABLE_SYMLINKS_WARNING` environment variable. For" " more details, see" " https://huggingface.co/docs/huggingface_hub/how-to-cache#limitations." ) if os.name == "nt": message += ( "\nTo support symlinks on Windows, you either need to" " activate Developer Mode or to run Python as an" " administrator. In order to activate developer mode," " see this article:" " https://docs.microsoft.com/en-us/windows/apps/get-started/enable-your-device-for-development" ) warnings.warn(message) return _are_symlinks_supported_in_dir[cache_dir] @dataclass(frozen=True) class HfFileMetadata: """Data structure containing information about a file versioned on the Hub. Returned by [`get_hf_file_metadata`] based on a URL. Args: commit_hash (`str`, *optional*): The commit_hash related to the file. etag (`str`, *optional*): Etag of the file on the server. location (`str`): Location where to download the file. Can be a Hub url or not (CDN). size (`size`): Size of the file. In case of an LFS file, contains the size of the actual LFS file, not the pointer. xet_file_data (`XetFileData`, *optional*): Xet information for the file. This is only set if the file is stored using Xet storage. """ commit_hash: Optional[str] etag: Optional[str] location: str size: Optional[int] xet_file_data: Optional[XetFileData] @dataclass class DryRunFileInfo: """Information returned when performing a dry run of a file download. Returned by [`hf_hub_download`] when `dry_run=True`. Args: commit_hash (`str`): The commit_hash related to the file. file_size (`int`): Size of the file. In case of an LFS file, contains the size of the actual LFS file, not the pointer. filename (`str`): Name of the file in the repo. is_cached (`bool`): Whether the file is already cached locally. will_download (`bool`): Whether the file will be downloaded if `hf_hub_download` is called with `dry_run=False`. In practice, will_download is `True` if the file is not cached or if `force_download=True`. """ commit_hash: str file_size: int filename: str local_path: str is_cached: bool will_download: bool @validate_hf_hub_args def hf_hub_url( repo_id: str, filename: str, *, subfolder: Optional[str] = None, repo_type: Optional[str] = None, revision: Optional[str] = None, endpoint: Optional[str] = None, ) -> str: """Construct the URL of a file from the given information. The resolved address can either be a huggingface.co-hosted url, or a link to Cloudfront (a Content Delivery Network, or CDN) for large files which are more than a few MBs. Args: repo_id (`str`): A namespace (user or an organization) name and a repo name separated by a `/`. filename (`str`): The name of the file in the repo. subfolder (`str`, *optional*): An optional value corresponding to a folder inside the repo. repo_type (`str`, *optional*): Set to `"dataset"` or `"space"` if downloading from a dataset or space, `None` or `"model"` if downloading from a model. Default is `None`. revision (`str`, *optional*): An optional Git revision id which can be a branch name, a tag, or a commit hash. Example: ```python >>> from huggingface_hub import hf_hub_url >>> hf_hub_url( ... repo_id="julien-c/EsperBERTo-small", filename="pytorch_model.bin" ... ) 'https://huggingface.co/julien-c/EsperBERTo-small/resolve/main/pytorch_model.bin' ``` > [!TIP] > Notes: > > Cloudfront is replicated over the globe so downloads are way faster for > the end user (and it also lowers our bandwidth costs). > > Cloudfront aggressively caches files by default (default TTL is 24 > hours), however this is not an issue here because we implement a > git-based versioning system on huggingface.co, which means that we store > the files on S3/Cloudfront in a content-addressable way (i.e., the file > name is its hash). Using content-addressable filenames means cache can't > ever be stale. > > In terms of client-side caching from this library, we base our caching > on the objects' entity tag (`ETag`), which is an identifier of a > specific version of a resource [1]_. An object's ETag is: its git-sha1 > if stored in git, or its sha256 if stored in git-lfs. References: - [1] https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers/ETag """ if subfolder == "": subfolder = None if subfolder is not None: filename = f"{subfolder}/{filename}" if repo_type not in constants.REPO_TYPES: raise ValueError("Invalid repo type") if repo_type in constants.REPO_TYPES_URL_PREFIXES: repo_id = constants.REPO_TYPES_URL_PREFIXES[repo_type] + repo_id if revision is None: revision = constants.DEFAULT_REVISION url = constants.HUGGINGFACE_CO_URL_TEMPLATE.format( repo_id=repo_id, revision=quote(revision, safe=""), filename=quote(filename) ) # Update endpoint if provided if endpoint is not None and url.startswith(constants.ENDPOINT): url = endpoint + url[len(constants.ENDPOINT) :] return url def _httpx_follow_relative_redirects( method: HTTP_METHOD_T, url: str, *, retry_on_errors: bool = False, **httpx_kwargs ) -> httpx.Response: """Perform an HTTP request with backoff and follow relative redirects only. This is useful to follow a redirection to a renamed repository without following redirection to a CDN. A backoff mechanism retries the HTTP call on errors (429, 5xx, timeout, network errors). Args: method (`str`): HTTP method, such as 'GET' or 'HEAD'. url (`str`): The URL of the resource to fetch. retry_on_errors (`bool`, *optional*, defaults to `False`): Whether to retry on errors. If False, no retry is performed (fast fallback to local cache). If True, uses default retry behavior (429, 5xx, timeout, network errors). **httpx_kwargs (`dict`, *optional*): Params to pass to `httpx.request`. """ # if `retry_on_errors=False`, disable all retries for fast fallback to cache no_retry_kwargs: dict[str, Any] = ( {} if retry_on_errors else {"retry_on_exceptions": (), "retry_on_status_codes": ()} ) while True: response = http_backoff( method=method, url=url, **httpx_kwargs, follow_redirects=False, **no_retry_kwargs, ) hf_raise_for_status(response) # Check if response is a relative redirect if 300 <= response.status_code <= 399: parsed_target = urlparse(response.headers["Location"]) if parsed_target.netloc == "": # Relative redirect -> update URL and retry url = urlparse(url)._replace(path=parsed_target.path).geturl() continue # Break if no relative redirect break return response def _get_file_length_from_http_response(response: httpx.Response) -> Optional[int]: """ Get the length of the file from the HTTP response headers. This function extracts the file size from the HTTP response headers, either from the `Content-Range` or `Content-Length` header, if available (in that order). Args: response (`httpx.Response`): The HTTP response object. Returns: `int` or `None`: The length of the file in bytes, or None if not available. """ # If HTTP response contains compressed body (e.g. gzip), the `Content-Length` header will # contain the length of the compressed body, not the uncompressed file size. # And at the start of transmission there's no way to know the uncompressed file size for gzip, # thus we return None in that case. content_encoding = response.headers.get("Content-Encoding", "identity").lower() if content_encoding != "identity": # gzip/br/deflate/zstd etc return None content_range = response.headers.get("Content-Range") if content_range is not None: return int(content_range.rsplit("/")[-1]) content_length = response.headers.get("Content-Length") if content_length is not None: return int(content_length) return None @validate_hf_hub_args def http_get( url: str, temp_file: BinaryIO, *, resume_size: int = 0, headers: Optional[dict[str, Any]] = None, expected_size: Optional[int] = None, displayed_filename: Optional[str] = None, tqdm_class: Optional[type[base_tqdm]] = None, _nb_retries: int = 5, _tqdm_bar: Optional[tqdm] = None, ) -> None: """ Download a remote file. Do not gobble up errors, and will return errors tailored to the Hugging Face Hub. If ConnectionError (SSLError) or ReadTimeout happen while streaming data from the server, it is most likely a transient error (network outage?). We log a warning message and try to resume the download a few times before giving up. The method gives up after 5 attempts if no new data has being received from the server. Args: url (`str`): The URL of the file to download. temp_file (`BinaryIO`): The file-like object where to save the file. resume_size (`int`, *optional*): The number of bytes already downloaded. If set to 0 (default), the whole file is download. If set to a positive number, the download will resume at the given position. headers (`dict`, *optional*): Dictionary of HTTP Headers to send with the request. expected_size (`int`, *optional*): The expected size of the file to download. If set, the download will raise an error if the size of the received content is different from the expected one. displayed_filename (`str`, *optional*): The filename of the file that is being downloaded. Value is used only to display a nice progress bar. If not set, the filename is guessed from the URL or the `Content-Disposition` header. """ if expected_size is not None and resume_size == expected_size: # If the file is already fully downloaded, we don't need to download it again. return initial_headers = headers headers = copy.deepcopy(headers) or {} if resume_size > 0: headers["Range"] = _adjust_range_header(headers.get("Range"), resume_size) elif expected_size and expected_size > constants.MAX_HTTP_DOWNLOAD_SIZE: # Any files over 50GB will not be available through basic http requests. raise ValueError( "The file is too large to be downloaded using the regular download method. " " Install `hf_xet` with `pip install hf_xet` for xet-powered downloads." ) with http_stream_backoff( method="GET", url=url, headers=headers, timeout=constants.HF_HUB_DOWNLOAD_TIMEOUT, retry_on_exceptions=(), retry_on_status_codes=(429,), ) as response: hf_raise_for_status(response) total: Optional[int] = _get_file_length_from_http_response(response) if displayed_filename is None: displayed_filename = url content_disposition = response.headers.get("Content-Disposition") if content_disposition is not None: match = HEADER_FILENAME_PATTERN.search(content_disposition) if match is not None: # Means file is on CDN displayed_filename = match.groupdict()["filename"] # Truncate filename if too long to display if len(displayed_filename) > 40: displayed_filename = f"(…){displayed_filename[-40:]}" consistency_error_message = ( f"Consistency check failed: file should be of size {expected_size} but has size" f" {{actual_size}} ({displayed_filename}).\nThis is usually due to network issues while downloading the file." " Please retry with `force_download=True`." ) progress_cm = _get_progress_bar_context( desc=displayed_filename, log_level=logger.getEffectiveLevel(), total=total, initial=resume_size, name="huggingface_hub.http_get", tqdm_class=tqdm_class, _tqdm_bar=_tqdm_bar, ) with progress_cm as progress: new_resume_size = resume_size try: for chunk in response.iter_bytes(chunk_size=constants.DOWNLOAD_CHUNK_SIZE): if chunk: # filter out keep-alive new chunks progress.update(len(chunk)) temp_file.write(chunk) new_resume_size += len(chunk) # Some data has been downloaded from the server so we reset the number of retries. _nb_retries = 5 except (httpx.ConnectError, httpx.TimeoutException) as e: # If ConnectionError (SSLError) or ReadTimeout happen while streaming data from the server, it is most likely # a transient error (network outage?). We log a warning message and try to resume the download a few times # before giving up. Tre retry mechanism is basic but should be enough in most cases. if _nb_retries <= 0: logger.warning("Error while downloading from %s: %s\nMax retries exceeded.", url, str(e)) raise logger.warning("Error while downloading from %s: %s\nTrying to resume download...", url, str(e)) time.sleep(1) return http_get( url=url, temp_file=temp_file, resume_size=new_resume_size, headers=initial_headers, expected_size=expected_size, tqdm_class=tqdm_class, _nb_retries=_nb_retries - 1, _tqdm_bar=_tqdm_bar, ) if expected_size is not None and expected_size != temp_file.tell(): raise EnvironmentError( consistency_error_message.format( actual_size=temp_file.tell(), ) ) def xet_get( *, incomplete_path: Path, xet_file_data: XetFileData, headers: dict[str, str], expected_size: Optional[int] = None, displayed_filename: Optional[str] = None, tqdm_class: Optional[type[base_tqdm]] = None, _tqdm_bar: Optional[tqdm] = None, ) -> None: """ Download a file using Xet storage service. Args: incomplete_path (`Path`): The path to the file to download. xet_file_data (`XetFileData`): The file metadata needed to make the request to the xet storage service. headers (`dict[str, str]`): The headers to send to the xet storage service. expected_size (`int`, *optional*): The expected size of the file to download. If set, the download will raise an error if the size of the received content is different from the expected one. displayed_filename (`str`, *optional*): The filename of the file that is being downloaded. Value is used only to display a nice progress bar. If not set, the filename is guessed from the URL or the `Content-Disposition` header. **How it works:** The file download system uses Xet storage, which is a content-addressable storage system that breaks files into chunks for efficient storage and transfer. `hf_xet.download_files` manages downloading files by: - Taking a list of files to download (each with its unique content hash) - Connecting to a storage server (CAS server) that knows how files are chunked - Using authentication to ensure secure access - Providing progress updates during download Authentication works by regularly refreshing access tokens through `refresh_xet_connection_info` to maintain a valid connection to the storage server. The download process works like this: 1. Create a local cache folder at `~/.cache/huggingface/xet/chunk-cache` to store reusable file chunks 2. Download files in parallel: 2.1. Prepare to write the file to disk 2.2. Ask the server "how is this file split into chunks?" using the file's unique hash The server responds with: - Which chunks make up the complete file - Where each chunk can be downloaded from 2.3. For each needed chunk: - Checks if we already have it in our local cache - If not, download it from cloud storage (S3) - Save it to cache for future use - Assemble the chunks in order to recreate the original file """ try: from hf_xet import PyXetDownloadInfo, download_files # type: ignore[no-redef] except ImportError: raise ValueError( "To use optimized download using Xet storage, you need to install the hf_xet package. " 'Try `pip install "huggingface_hub[hf_xet]"` or `pip install hf_xet`.' ) connection_info = refresh_xet_connection_info(file_data=xet_file_data, headers=headers) def token_refresher() -> tuple[str, int]: connection_info = refresh_xet_connection_info(file_data=xet_file_data, headers=headers) if connection_info is None: raise ValueError("Failed to refresh token using xet metadata.") return connection_info.access_token, connection_info.expiration_unix_epoch xet_download_info = [ PyXetDownloadInfo( destination_path=str(incomplete_path.absolute()), hash=xet_file_data.file_hash, file_size=expected_size ) ] if not displayed_filename: displayed_filename = incomplete_path.name # Truncate filename if too long to display if len(displayed_filename) > 40: displayed_filename = f"{displayed_filename[:40]}(…)" progress_cm = _get_progress_bar_context( desc=displayed_filename, log_level=logger.getEffectiveLevel(), total=expected_size, initial=0, name="huggingface_hub.xet_get", tqdm_class=tqdm_class, _tqdm_bar=_tqdm_bar, ) with progress_cm as progress: def progress_updater(progress_bytes: float): progress.update(progress_bytes) download_files( xet_download_info, endpoint=connection_info.endpoint, token_info=(connection_info.access_token, connection_info.expiration_unix_epoch), token_refresher=token_refresher, progress_updater=[progress_updater], ) def _normalize_etag(etag: Optional[str]) -> Optional[str]: """Normalize ETag HTTP header, so it can be used to create nice filepaths. The HTTP spec allows two forms of ETag: ETag: W/"" ETag: "" For now, we only expect the second form from the server, but we want to be future-proof so we support both. For more context, see `TestNormalizeEtag` tests and https://github.com/huggingface/huggingface_hub/pull/1428. Args: etag (`str`, *optional*): HTTP header Returns: `str` or `None`: string that can be used as a nice directory name. Returns `None` if input is None. """ if etag is None: return None return etag.lstrip("W/").strip('"') def _create_relative_symlink(src: str, dst: str, new_blob: bool = False) -> None: """Alias method used in `transformers` conversion script.""" return _create_symlink(src=src, dst=dst, new_blob=new_blob) def _create_symlink(src: str, dst: str, new_blob: bool = False) -> None: """Create a symbolic link named dst pointing to src. By default, it will try to create a symlink using a relative path. Relative paths have 2 advantages: - If the cache_folder is moved (example: back-up on a shared drive), relative paths within the cache folder will not break. - Relative paths seems to be better handled on Windows. Issue was reported 3 times in less than a week when changing from relative to absolute paths. See https://github.com/huggingface/huggingface_hub/issues/1398, https://github.com/huggingface/diffusers/issues/2729 and https://github.com/huggingface/transformers/pull/22228. NOTE: The issue with absolute paths doesn't happen on admin mode. When creating a symlink from the cache to a local folder, it is possible that a relative path cannot be created. This happens when paths are not on the same volume. In that case, we use absolute paths. The result layout looks something like └── [ 128] snapshots ├── [ 128] 2439f60ef33a0d46d85da5001d52aeda5b00ce9f │ ├── [ 52] README.md -> ../../../blobs/d7edf6bd2a681fb0175f7735299831ee1b22b812 │ └── [ 76] pytorch_model.bin -> ../../../blobs/403450e234d65943a7dcf7e05a771ce3c92faa84dd07db4ac20f592037a1e4bd If symlinks cannot be created on this platform (most likely to be Windows), the workaround is to avoid symlinks by having the actual file in `dst`. If it is a new file (`new_blob=True`), we move it to `dst`. If it is not a new file (`new_blob=False`), we don't know if the blob file is already referenced elsewhere. To avoid breaking existing cache, the file is duplicated on the disk. In case symlinks are not supported, a warning message is displayed to the user once when loading `huggingface_hub`. The warning message can be disabled with the `DISABLE_SYMLINKS_WARNING` environment variable. """ try: os.remove(dst) except OSError: pass abs_src = os.path.abspath(os.path.expanduser(src)) abs_dst = os.path.abspath(os.path.expanduser(dst)) abs_dst_folder = os.path.dirname(abs_dst) # Use relative_dst in priority try: relative_src = os.path.relpath(abs_src, abs_dst_folder) except ValueError: # Raised on Windows if src and dst are not on the same volume. This is the case when creating a symlink to a # local_dir instead of within the cache directory. # See https://docs.python.org/3/library/os.path.html#os.path.relpath relative_src = None try: commonpath = os.path.commonpath([abs_src, abs_dst]) _support_symlinks = are_symlinks_supported(commonpath) except ValueError: # Raised if src and dst are not on the same volume. Symlinks will still work on Linux/Macos. # See https://docs.python.org/3/library/os.path.html#os.path.commonpath _support_symlinks = os.name != "nt" except PermissionError: # Permission error means src and dst are not in the same volume (e.g. destination path has been provided # by the user via `local_dir`. Let's test symlink support there) _support_symlinks = are_symlinks_supported(abs_dst_folder) except OSError as e: # OS error (errno=30) means that the commonpath is readonly on Linux/MacOS. if e.errno == errno.EROFS: _support_symlinks = are_symlinks_supported(abs_dst_folder) else: raise # Symlinks are supported => let's create a symlink. if _support_symlinks: src_rel_or_abs = relative_src or abs_src logger.debug(f"Creating pointer from {src_rel_or_abs} to {abs_dst}") try: os.symlink(src_rel_or_abs, abs_dst) return except FileExistsError: if os.path.islink(abs_dst) and os.path.realpath(abs_dst) == os.path.realpath(abs_src): # `abs_dst` already exists and is a symlink to the `abs_src` blob. It is most likely that the file has # been cached twice concurrently (exactly between `os.remove` and `os.symlink`). Do nothing. return else: # Very unlikely to happen. Means a file `dst` has been created exactly between `os.remove` and # `os.symlink` and is not a symlink to the `abs_src` blob file. Raise exception. raise except PermissionError: # Permission error means src and dst are not in the same volume (e.g. download to local dir) and symlink # is supported on both volumes but not between them. Let's just make a hard copy in that case. pass # Symlinks are not supported => let's move or copy the file. if new_blob: logger.debug(f"Symlink not supported. Moving file from {abs_src} to {abs_dst}") shutil.move(abs_src, abs_dst, copy_function=_copy_no_matter_what) else: logger.debug(f"Symlink not supported. Copying file from {abs_src} to {abs_dst}") shutil.copyfile(abs_src, abs_dst) def _cache_commit_hash_for_specific_revision(storage_folder: str, revision: str, commit_hash: str) -> None: """Cache reference between a revision (tag, branch or truncated commit hash) and the corresponding commit hash. Does nothing if `revision` is already a proper `commit_hash` or reference is already cached. """ if revision != commit_hash: ref_path = Path(storage_folder) / "refs" / revision ref_path.parent.mkdir(parents=True, exist_ok=True) if not ref_path.exists() or commit_hash != ref_path.read_text(): # Update ref only if has been updated. Could cause useless error in case # repo is already cached and user doesn't have write access to cache folder. # See https://github.com/huggingface/huggingface_hub/issues/1216. ref_path.write_text(commit_hash) @validate_hf_hub_args def repo_folder_name(*, repo_id: str, repo_type: str) -> str: """Return a serialized version of a hf.co repo name and type, safe for disk storage as a single non-nested folder. Example: models--julien-c--EsperBERTo-small """ # remove all `/` occurrences to correctly convert repo to directory name parts = [f"{repo_type}s", *repo_id.split("/")] return constants.REPO_ID_SEPARATOR.join(parts) def _check_disk_space(expected_size: int, target_dir: Union[str, Path]) -> None: """Check disk usage and log a warning if there is not enough disk space to download the file. Args: expected_size (`int`): The expected size of the file in bytes. target_dir (`str`): The directory where the file will be stored after downloading. """ target_dir = Path(target_dir) # format as `Path` for path in [target_dir] + list(target_dir.parents): # first check target_dir, then each parents one by one try: target_dir_free = shutil.disk_usage(path).free if target_dir_free < expected_size: warnings.warn( "Not enough free disk space to download the file. " f"The expected file size is: {expected_size / 1e6:.2f} MB. " f"The target location {target_dir} only has {target_dir_free / 1e6:.2f} MB free disk space." ) return except OSError: # raise on anything: file does not exist or space disk cannot be checked pass @overload def hf_hub_download( repo_id: str, filename: str, *, subfolder: Optional[str] = None, repo_type: Optional[str] = None, revision: Optional[str] = None, library_name: Optional[str] = None, library_version: Optional[str] = None, cache_dir: Union[str, Path, None] = None, local_dir: Union[str, Path, None] = None, user_agent: Union[dict, str, None] = None, force_download: bool = False, etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT, token: Union[bool, str, None] = None, local_files_only: bool = False, headers: Optional[dict[str, str]] = None, endpoint: Optional[str] = None, tqdm_class: Optional[type[base_tqdm]] = None, dry_run: Literal[False] = False, ) -> str: ... @overload def hf_hub_download( repo_id: str, filename: str, *, subfolder: Optional[str] = None, repo_type: Optional[str] = None, revision: Optional[str] = None, library_name: Optional[str] = None, library_version: Optional[str] = None, cache_dir: Union[str, Path, None] = None, local_dir: Union[str, Path, None] = None, user_agent: Union[dict, str, None] = None, force_download: bool = False, etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT, token: Union[bool, str, None] = None, local_files_only: bool = False, headers: Optional[dict[str, str]] = None, endpoint: Optional[str] = None, tqdm_class: Optional[type[base_tqdm]] = None, dry_run: Literal[True] = True, ) -> DryRunFileInfo: ... @overload def hf_hub_download( repo_id: str, filename: str, *, subfolder: Optional[str] = None, repo_type: Optional[str] = None, revision: Optional[str] = None, library_name: Optional[str] = None, library_version: Optional[str] = None, cache_dir: Union[str, Path, None] = None, local_dir: Union[str, Path, None] = None, user_agent: Union[dict, str, None] = None, force_download: bool = False, etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT, token: Union[bool, str, None] = None, local_files_only: bool = False, headers: Optional[dict[str, str]] = None, endpoint: Optional[str] = None, tqdm_class: Optional[type[base_tqdm]] = None, dry_run: bool = False, ) -> Union[str, DryRunFileInfo]: ... @validate_hf_hub_args def hf_hub_download( repo_id: str, filename: str, *, subfolder: Optional[str] = None, repo_type: Optional[str] = None, revision: Optional[str] = None, library_name: Optional[str] = None, library_version: Optional[str] = None, cache_dir: Union[str, Path, None] = None, local_dir: Union[str, Path, None] = None, user_agent: Union[dict, str, None] = None, force_download: bool = False, etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT, token: Union[bool, str, None] = None, local_files_only: bool = False, headers: Optional[dict[str, str]] = None, endpoint: Optional[str] = None, tqdm_class: Optional[type[base_tqdm]] = None, dry_run: bool = False, ) -> Union[str, DryRunFileInfo]: """Download a given file if it's not already present in the local cache. The new cache file layout looks like this: - The cache directory contains one subfolder per repo_id (namespaced by repo type) - inside each repo folder: - refs is a list of the latest known revision => commit_hash pairs - blobs contains the actual file blobs (identified by their git-sha or sha256, depending on whether they're LFS files or not) - snapshots contains one subfolder per commit, each "commit" contains the subset of the files that have been resolved at that particular commit. Each filename is a symlink to the blob at that particular commit. ``` [ 96] . └── [ 160] models--julien-c--EsperBERTo-small ├── [ 160] blobs │ ├── [321M] 403450e234d65943a7dcf7e05a771ce3c92faa84dd07db4ac20f592037a1e4bd │ ├── [ 398] 7cb18dc9bafbfcf74629a4b760af1b160957a83e │ └── [1.4K] d7edf6bd2a681fb0175f7735299831ee1b22b812 ├── [ 96] refs │ └── [ 40] main └── [ 128] snapshots ├── [ 128] 2439f60ef33a0d46d85da5001d52aeda5b00ce9f │ ├── [ 52] README.md -> ../../blobs/d7edf6bd2a681fb0175f7735299831ee1b22b812 │ └── [ 76] pytorch_model.bin -> ../../blobs/403450e234d65943a7dcf7e05a771ce3c92faa84dd07db4ac20f592037a1e4bd └── [ 128] bbc77c8132af1cc5cf678da3f1ddf2de43606d48 ├── [ 52] README.md -> ../../blobs/7cb18dc9bafbfcf74629a4b760af1b160957a83e └── [ 76] pytorch_model.bin -> ../../blobs/403450e234d65943a7dcf7e05a771ce3c92faa84dd07db4ac20f592037a1e4bd ``` If `local_dir` is provided, the file structure from the repo will be replicated in this location. When using this option, the `cache_dir` will not be used and a `.cache/huggingface/` folder will be created at the root of `local_dir` to store some metadata related to the downloaded files. While this mechanism is not as robust as the main cache-system, it's optimized for regularly pulling the latest version of a repository. Args: repo_id (`str`): A user or an organization name and a repo name separated by a `/`. filename (`str`): The name of the file in the repo. subfolder (`str`, *optional*): An optional value corresponding to a folder inside the model repo. repo_type (`str`, *optional*): Set to `"dataset"` or `"space"` if downloading from a dataset or space, `None` or `"model"` if downloading from a model. Default is `None`. revision (`str`, *optional*): An optional Git revision id which can be a branch name, a tag, or a commit hash. library_name (`str`, *optional*): The name of the library to which the object corresponds. library_version (`str`, *optional*): The version of the library. cache_dir (`str`, `Path`, *optional*): Path to the folder where cached files are stored. local_dir (`str` or `Path`, *optional*): If provided, the downloaded file will be placed under this directory. user_agent (`dict`, `str`, *optional*): The user-agent info in the form of a dictionary or a string. force_download (`bool`, *optional*, defaults to `False`): Whether the file should be downloaded even if it already exists in the local cache. etag_timeout (`float`, *optional*, defaults to `10`): When fetching ETag, how many seconds to wait for the server to send data before giving up which is passed to `requests.request`. token (`str`, `bool`, *optional*): A token to be used for the download. - If `True`, the token is read from the HuggingFace config folder. - If a string, it's used as the authentication token. local_files_only (`bool`, *optional*, defaults to `False`): If `True`, avoid downloading the file and return the path to the local cached file if it exists. headers (`dict`, *optional*): Additional headers to be sent with the request. tqdm_class (`tqdm`, *optional*): If provided, overwrites the default behavior for the progress bar. Passed argument must inherit from `tqdm.auto.tqdm` or at least mimic its behavior. Defaults to the custom HF progress bar that can be disabled by setting `HF_HUB_DISABLE_PROGRESS_BARS` environment variable. dry_run (`bool`, *optional*, defaults to `False`): If `True`, perform a dry run without actually downloading the file. Returns a [`DryRunFileInfo`] object containing information about what would be downloaded. Returns: `str` or [`DryRunFileInfo`]: - If `dry_run=False`: Local path of file or if networking is off, last version of file cached on disk. - If `dry_run=True`: A [`DryRunFileInfo`] object containing download information. Raises: [`~utils.RepositoryNotFoundError`] If the repository to download from cannot be found. This may be because it doesn't exist, or because it is set to `private` and you do not have access. [`~utils.RevisionNotFoundError`] If the revision to download from cannot be found. [`~utils.RemoteEntryNotFoundError`] If the file to download cannot be found. [`~utils.LocalEntryNotFoundError`] If network is disabled or unavailable and file is not found in cache. [`EnvironmentError`](https://docs.python.org/3/library/exceptions.html#EnvironmentError) If `token=True` but the token cannot be found. [`OSError`](https://docs.python.org/3/library/exceptions.html#OSError) If ETag cannot be determined. [`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError) If some parameter value is invalid. """ if constants.HF_HUB_ETAG_TIMEOUT != constants.DEFAULT_ETAG_TIMEOUT: # Respect environment variable above user value etag_timeout = constants.HF_HUB_ETAG_TIMEOUT if cache_dir is None: cache_dir = constants.HF_HUB_CACHE if revision is None: revision = constants.DEFAULT_REVISION if isinstance(cache_dir, Path): cache_dir = str(cache_dir) if isinstance(local_dir, Path): local_dir = str(local_dir) if subfolder == "": subfolder = None if subfolder is not None: # This is used to create a URL, and not a local path, hence the forward slash. filename = f"{subfolder}/{filename}" if repo_type is None: repo_type = "model" if repo_type not in constants.REPO_TYPES: raise ValueError(f"Invalid repo type: {repo_type}. Accepted repo types are: {str(constants.REPO_TYPES)}") hf_headers = build_hf_headers( token=token, library_name=library_name, library_version=library_version, user_agent=user_agent, headers=headers, ) if local_dir is not None: return _hf_hub_download_to_local_dir( # Destination local_dir=local_dir, # File info repo_id=repo_id, repo_type=repo_type, filename=filename, revision=revision, # HTTP info endpoint=endpoint, etag_timeout=etag_timeout, headers=hf_headers, token=token, # Additional options cache_dir=cache_dir, force_download=force_download, local_files_only=local_files_only, tqdm_class=tqdm_class, dry_run=dry_run, ) else: return _hf_hub_download_to_cache_dir( # Destination cache_dir=cache_dir, # File info repo_id=repo_id, filename=filename, repo_type=repo_type, revision=revision, # HTTP info endpoint=endpoint, etag_timeout=etag_timeout, headers=hf_headers, token=token, # Additional options local_files_only=local_files_only, force_download=force_download, tqdm_class=tqdm_class, dry_run=dry_run, ) def _hf_hub_download_to_cache_dir( *, # Destination cache_dir: str, # File info repo_id: str, filename: str, repo_type: str, revision: str, # HTTP info endpoint: Optional[str], etag_timeout: float, headers: dict[str, str], token: Optional[Union[bool, str]], # Additional options local_files_only: bool, force_download: bool, tqdm_class: Optional[type[base_tqdm]], dry_run: bool, ) -> Union[str, DryRunFileInfo]: """Download a given file to a cache folder, if not already present. Method should not be called directly. Please use `hf_hub_download` instead. """ locks_dir = os.path.join(cache_dir, ".locks") storage_folder = os.path.join(cache_dir, repo_folder_name(repo_id=repo_id, repo_type=repo_type)) # cross-platform transcription of filename, to be used as a local file path. relative_filename = os.path.join(*filename.split("/")) if os.name == "nt": if relative_filename.startswith("..\\") or "\\..\\" in relative_filename: raise ValueError( f"Invalid filename: cannot handle filename '{relative_filename}' on Windows. Please ask the repository" " owner to rename this file." ) # if user provides a commit_hash and they already have the file on disk, shortcut everything. if REGEX_COMMIT_HASH.match(revision): pointer_path = _get_pointer_path(storage_folder, revision, relative_filename) if os.path.exists(pointer_path): if dry_run: return DryRunFileInfo( commit_hash=revision, file_size=os.path.getsize(pointer_path), filename=filename, is_cached=True, local_path=pointer_path, will_download=force_download, ) if not force_download: return pointer_path # Try to get metadata (etag, commit_hash, url, size) from the server. # If we can't, a HEAD request error is returned. (url_to_download, etag, commit_hash, expected_size, xet_file_data, head_call_error) = _get_metadata_or_catch_error( repo_id=repo_id, filename=filename, repo_type=repo_type, revision=revision, endpoint=endpoint, etag_timeout=etag_timeout, headers=headers, token=token, local_files_only=local_files_only, storage_folder=storage_folder, relative_filename=relative_filename, ) # etag can be None for several reasons: # 1. we passed local_files_only. # 2. we don't have a connection # 3. Hub is down (HTTP 500, 503, 504) # 4. repo is not found -for example private or gated- and invalid/missing token sent # 5. Hub is blocked by a firewall or proxy is not set correctly. # => Try to get the last downloaded one from the specified revision. # # If the specified revision is a commit hash, look inside "snapshots". # If the specified revision is a branch or tag, look inside "refs". if head_call_error is not None: # Couldn't make a HEAD call => let's try to find a local file if not force_download: commit_hash = None if REGEX_COMMIT_HASH.match(revision): commit_hash = revision else: ref_path = os.path.join(storage_folder, "refs", revision) if os.path.isfile(ref_path): with open(ref_path) as f: commit_hash = f.read() # Return pointer file if exists if commit_hash is not None: pointer_path = _get_pointer_path(storage_folder, commit_hash, relative_filename) if os.path.exists(pointer_path): if dry_run: return DryRunFileInfo( commit_hash=commit_hash, file_size=os.path.getsize(pointer_path), filename=filename, is_cached=True, local_path=pointer_path, will_download=force_download, ) if not force_download: return pointer_path if isinstance(head_call_error, _DEFAULT_RETRY_ON_EXCEPTIONS) or ( isinstance(head_call_error, HfHubHTTPError) and head_call_error.response.status_code in _DEFAULT_RETRY_ON_STATUS_CODES ): logger.info("No local file found. Retrying..") (url_to_download, etag, commit_hash, expected_size, xet_file_data, head_call_error) = ( _get_metadata_or_catch_error( repo_id=repo_id, filename=filename, repo_type=repo_type, revision=revision, endpoint=endpoint, etag_timeout=_ETAG_RETRY_TIMEOUT, headers=headers, token=token, local_files_only=local_files_only, storage_folder=storage_folder, relative_filename=relative_filename, retry_on_errors=True, ) ) # If still error, raise if head_call_error is not None: _raise_on_head_call_error(head_call_error, force_download, local_files_only) # From now on, etag, commit_hash, url and size are not None. assert etag is not None, "etag must have been retrieved from server" assert commit_hash is not None, "commit_hash must have been retrieved from server" assert url_to_download is not None, "file location must have been retrieved from server" assert expected_size is not None, "expected_size must have been retrieved from server" blob_path = os.path.join(storage_folder, "blobs", etag) pointer_path = _get_pointer_path(storage_folder, commit_hash, relative_filename) if dry_run: is_cached = os.path.exists(pointer_path) or os.path.exists(blob_path) return DryRunFileInfo( commit_hash=commit_hash, file_size=expected_size, filename=filename, is_cached=is_cached, local_path=pointer_path, will_download=force_download or not is_cached, ) os.makedirs(os.path.dirname(blob_path), exist_ok=True) os.makedirs(os.path.dirname(pointer_path), exist_ok=True) # if passed revision is not identical to commit_hash # then revision has to be a branch name or tag name. # In that case store a ref. _cache_commit_hash_for_specific_revision(storage_folder, revision, commit_hash) # Prevent parallel downloads of the same file with a lock. # etag could be duplicated across repos, lock_path = os.path.join(locks_dir, repo_folder_name(repo_id=repo_id, repo_type=repo_type), f"{etag}.lock") # Some Windows versions do not allow for paths longer than 255 characters. # In this case, we must specify it as an extended path by using the "\\?\" prefix. if ( os.name == "nt" and len(os.path.abspath(lock_path)) > 255 and not os.path.abspath(lock_path).startswith("\\\\?\\") ): lock_path = "\\\\?\\" + os.path.abspath(lock_path) if ( os.name == "nt" and len(os.path.abspath(blob_path)) > 255 and not os.path.abspath(blob_path).startswith("\\\\?\\") ): blob_path = "\\\\?\\" + os.path.abspath(blob_path) Path(lock_path).parent.mkdir(parents=True, exist_ok=True) # pointer already exists -> immediate return if not force_download and os.path.exists(pointer_path): return pointer_path # Blob exists but pointer must be (safely) created -> take the lock if not force_download and os.path.exists(blob_path): with WeakFileLock(lock_path): if not os.path.exists(pointer_path): _create_symlink(blob_path, pointer_path, new_blob=False) return pointer_path # Local file doesn't exist or etag isn't a match => retrieve file from remote (or cache) with WeakFileLock(lock_path): _download_to_tmp_and_move( incomplete_path=Path(blob_path + ".incomplete"), destination_path=Path(blob_path), url_to_download=url_to_download, headers=headers, expected_size=expected_size, filename=filename, force_download=force_download, etag=etag, xet_file_data=xet_file_data, tqdm_class=tqdm_class, ) if not os.path.exists(pointer_path): _create_symlink(blob_path, pointer_path, new_blob=True) return pointer_path def _hf_hub_download_to_local_dir( *, # Destination local_dir: Union[str, Path], # File info repo_id: str, repo_type: str, filename: str, revision: str, # HTTP info endpoint: Optional[str], etag_timeout: float, headers: dict[str, str], token: Union[bool, str, None], # Additional options cache_dir: str, force_download: bool, local_files_only: bool, tqdm_class: Optional[type[base_tqdm]], dry_run: bool, ) -> Union[str, DryRunFileInfo]: """Download a given file to a local folder, if not already present. Method should not be called directly. Please use `hf_hub_download` instead. """ # Some Windows versions do not allow for paths longer than 255 characters. # In this case, we must specify it as an extended path by using the "\\?\" prefix. if os.name == "nt" and len(os.path.abspath(local_dir)) > 255: local_dir = "\\\\?\\" + os.path.abspath(local_dir) local_dir = Path(local_dir) paths = get_local_download_paths(local_dir=local_dir, filename=filename) local_metadata = read_download_metadata(local_dir=local_dir, filename=filename) # Local file exists + metadata exists + commit_hash matches => return file if ( REGEX_COMMIT_HASH.match(revision) and paths.file_path.is_file() and local_metadata is not None and local_metadata.commit_hash == revision ): local_file = str(paths.file_path) if dry_run: return DryRunFileInfo( commit_hash=revision, file_size=os.path.getsize(local_file), filename=filename, is_cached=True, local_path=local_file, will_download=force_download, ) if not force_download: return local_file # Local file doesn't exist or commit_hash doesn't match => we need the etag (url_to_download, etag, commit_hash, expected_size, xet_file_data, head_call_error) = _get_metadata_or_catch_error( repo_id=repo_id, filename=filename, repo_type=repo_type, revision=revision, endpoint=endpoint, etag_timeout=etag_timeout, headers=headers, token=token, local_files_only=local_files_only, ) if head_call_error is not None: # No HEAD call but local file exists => default to local file if paths.file_path.is_file(): if dry_run or not force_download: logger.warning( f"Couldn't access the Hub to check for update but local file already exists. Defaulting to existing file. (error: {head_call_error})" ) local_path = str(paths.file_path) if dry_run and local_metadata is not None: return DryRunFileInfo( commit_hash=local_metadata.commit_hash, file_size=os.path.getsize(local_path), filename=filename, is_cached=True, local_path=local_path, will_download=force_download, ) if not force_download: return local_path elif not force_download: if isinstance(head_call_error, _DEFAULT_RETRY_ON_EXCEPTIONS) or ( isinstance(head_call_error, HfHubHTTPError) and head_call_error.response.status_code in _DEFAULT_RETRY_ON_STATUS_CODES ): logger.info("No local file found. Retrying..") (url_to_download, etag, commit_hash, expected_size, xet_file_data, head_call_error) = ( _get_metadata_or_catch_error( repo_id=repo_id, filename=filename, repo_type=repo_type, revision=revision, endpoint=endpoint, etag_timeout=_ETAG_RETRY_TIMEOUT, headers=headers, token=token, local_files_only=local_files_only, retry_on_errors=True, ) ) # If still error, raise if head_call_error is not None: _raise_on_head_call_error(head_call_error, force_download, local_files_only) # From now on, etag, commit_hash, url and size are not None. assert etag is not None, "etag must have been retrieved from server" assert commit_hash is not None, "commit_hash must have been retrieved from server" assert url_to_download is not None, "file location must have been retrieved from server" assert expected_size is not None, "expected_size must have been retrieved from server" # Local file exists => check if it's up-to-date if not force_download and paths.file_path.is_file(): # etag matches => update metadata and return file if local_metadata is not None and local_metadata.etag == etag: write_download_metadata(local_dir=local_dir, filename=filename, commit_hash=commit_hash, etag=etag) if dry_run: return DryRunFileInfo( commit_hash=commit_hash, file_size=expected_size, filename=filename, is_cached=True, local_path=str(paths.file_path), will_download=False, ) return str(paths.file_path) # metadata is outdated + etag is a sha256 # => means it's an LFS file (large) # => let's compute local hash and compare # => if match, update metadata and return file if local_metadata is None and REGEX_SHA256.match(etag) is not None: with open(paths.file_path, "rb") as f: file_hash = sha_fileobj(f).hex() if file_hash == etag: write_download_metadata(local_dir=local_dir, filename=filename, commit_hash=commit_hash, etag=etag) if dry_run: return DryRunFileInfo( commit_hash=commit_hash, file_size=expected_size, filename=filename, is_cached=True, local_path=str(paths.file_path), will_download=False, ) return str(paths.file_path) # Local file doesn't exist or etag isn't a match => retrieve file from remote (or cache) # If we are lucky enough, the file is already in the cache => copy it if not force_download: cached_path = try_to_load_from_cache( repo_id=repo_id, filename=filename, cache_dir=cache_dir, revision=commit_hash, repo_type=repo_type, ) if isinstance(cached_path, str): with WeakFileLock(paths.lock_path): paths.file_path.parent.mkdir(parents=True, exist_ok=True) shutil.copyfile(cached_path, paths.file_path) write_download_metadata(local_dir=local_dir, filename=filename, commit_hash=commit_hash, etag=etag) if dry_run: return DryRunFileInfo( commit_hash=commit_hash, file_size=expected_size, filename=filename, is_cached=True, local_path=str(paths.file_path), will_download=False, ) return str(paths.file_path) if dry_run: is_cached = paths.file_path.is_file() return DryRunFileInfo( commit_hash=commit_hash, file_size=expected_size, filename=filename, is_cached=is_cached, local_path=str(paths.file_path), will_download=force_download or not is_cached, ) # Otherwise, let's download the file! with WeakFileLock(paths.lock_path): paths.file_path.unlink(missing_ok=True) # delete outdated file first _download_to_tmp_and_move( incomplete_path=paths.incomplete_path(etag), destination_path=paths.file_path, url_to_download=url_to_download, headers=headers, expected_size=expected_size, filename=filename, force_download=force_download, etag=etag, xet_file_data=xet_file_data, tqdm_class=tqdm_class, ) write_download_metadata(local_dir=local_dir, filename=filename, commit_hash=commit_hash, etag=etag) return str(paths.file_path) @validate_hf_hub_args def try_to_load_from_cache( repo_id: str, filename: str, cache_dir: Union[str, Path, None] = None, revision: Optional[str] = None, repo_type: Optional[str] = None, ) -> Union[str, _CACHED_NO_EXIST_T, None]: """ Explores the cache to return the latest cached file for a given revision if found. This function will not raise any exception if the file in not cached. Args: cache_dir (`str` or `os.PathLike`): The folder where the cached files lie. repo_id (`str`): The ID of the repo on huggingface.co. filename (`str`): The filename to look for inside `repo_id`. revision (`str`, *optional*): The specific model version to use. Will default to `"main"` if it's not provided and no `commit_hash` is provided either. repo_type (`str`, *optional*): The type of the repository. Will default to `"model"`. Returns: `Optional[str]` or `_CACHED_NO_EXIST`: Will return `None` if the file was not cached. Otherwise: - The exact path to the cached file if it's found in the cache - A special value `_CACHED_NO_EXIST` if the file does not exist at the given commit hash and this fact was cached. Example: ```python from huggingface_hub import try_to_load_from_cache, _CACHED_NO_EXIST filepath = try_to_load_from_cache() if isinstance(filepath, str): # file exists and is cached ... elif filepath is _CACHED_NO_EXIST: # non-existence of file is cached ... else: # file is not cached ... ``` """ if revision is None: revision = "main" if repo_type is None: repo_type = "model" if repo_type not in constants.REPO_TYPES: raise ValueError(f"Invalid repo type: {repo_type}. Accepted repo types are: {str(constants.REPO_TYPES)}") if cache_dir is None: cache_dir = constants.HF_HUB_CACHE object_id = repo_id.replace("/", "--") repo_cache = os.path.join(cache_dir, f"{repo_type}s--{object_id}") if not os.path.isdir(repo_cache): # No cache for this model return None refs_dir = os.path.join(repo_cache, "refs") snapshots_dir = os.path.join(repo_cache, "snapshots") no_exist_dir = os.path.join(repo_cache, ".no_exist") # Resolve refs (for instance to convert main to the associated commit sha) if os.path.isdir(refs_dir): revision_file = os.path.join(refs_dir, revision) if os.path.isfile(revision_file): with open(revision_file) as f: revision = f.read() # Check if file is cached as "no_exist" if os.path.isfile(os.path.join(no_exist_dir, revision, filename)): return _CACHED_NO_EXIST # Check if revision folder exists if not os.path.exists(snapshots_dir): return None cached_shas = os.listdir(snapshots_dir) if revision not in cached_shas: # No cache for this revision and we won't try to return a random revision return None # Check if file exists in cache cached_file = os.path.join(snapshots_dir, revision, filename) return cached_file if os.path.isfile(cached_file) else None @validate_hf_hub_args def get_hf_file_metadata( url: str, token: Union[bool, str, None] = None, timeout: Optional[float] = constants.HF_HUB_ETAG_TIMEOUT, library_name: Optional[str] = None, library_version: Optional[str] = None, user_agent: Union[dict, str, None] = None, headers: Optional[dict[str, str]] = None, endpoint: Optional[str] = None, retry_on_errors: bool = False, ) -> HfFileMetadata: """Fetch metadata of a file versioned on the Hub for a given url. Args: url (`str`): File url, for example returned by [`hf_hub_url`]. token (`str` or `bool`, *optional*): A token to be used for the download. - If `True`, the token is read from the HuggingFace config folder. - If `False` or `None`, no token is provided. - If a string, it's used as the authentication token. timeout (`float`, *optional*, defaults to 10): How many seconds to wait for the server to send metadata before giving up. library_name (`str`, *optional*): The name of the library to which the object corresponds. library_version (`str`, *optional*): The version of the library. user_agent (`dict`, `str`, *optional*): The user-agent info in the form of a dictionary or a string. headers (`dict`, *optional*): Additional headers to be sent with the request. endpoint (`str`, *optional*): Endpoint of the Hub. Defaults to . retry_on_errors (`bool`, *optional*, defaults to `False`): Whether to retry on errors (429, 5xx, timeout, network errors). If False, no retry for fast fallback to local cache. Returns: A [`HfFileMetadata`] object containing metadata such as location, etag, size and commit_hash. """ hf_headers = build_hf_headers( token=token, library_name=library_name, library_version=library_version, user_agent=user_agent, headers=headers, ) hf_headers["Accept-Encoding"] = "identity" # prevent any compression => we want to know the real size of the file # Retrieve metadata response = _httpx_follow_relative_redirects( method="HEAD", url=url, headers=hf_headers, timeout=timeout, retry_on_errors=retry_on_errors ) hf_raise_for_status(response) # Return return HfFileMetadata( commit_hash=response.headers.get(constants.HUGGINGFACE_HEADER_X_REPO_COMMIT), # We favor a custom header indicating the etag of the linked resource, and we fall back to the regular etag header. etag=_normalize_etag( response.headers.get(constants.HUGGINGFACE_HEADER_X_LINKED_ETAG) or response.headers.get("ETag") ), # Either from response headers (if redirected) or defaults to request url # Do not use directly `url` as we might have followed relative redirects. location=response.headers.get("Location") or str(response.request.url), # type: ignore size=_int_or_none( response.headers.get(constants.HUGGINGFACE_HEADER_X_LINKED_SIZE) or response.headers.get("Content-Length") ), xet_file_data=parse_xet_file_data_from_response(response, endpoint=endpoint), # type: ignore ) def _get_metadata_or_catch_error( *, repo_id: str, filename: str, repo_type: str, revision: str, endpoint: Optional[str], etag_timeout: Optional[float], headers: dict[str, str], # mutated inplace! token: Union[bool, str, None], local_files_only: bool, relative_filename: Optional[str] = None, # only used to store `.no_exists` in cache storage_folder: Optional[str] = None, # only used to store `.no_exists` in cache retry_on_errors: bool = False, ) -> Union[ # Either an exception is caught and returned tuple[None, None, None, None, None, Exception], # Or the metadata is returned as # `(url_to_download, etag, commit_hash, expected_size, xet_file_data, None)` tuple[str, str, str, int, Optional[XetFileData], None], ]: """Get metadata for a file on the Hub, safely handling network issues. Returns either the etag, commit_hash and expected size of the file, or the error raised while fetching the metadata. NOTE: This function mutates `headers` inplace! It removes the `authorization` header if the file is a LFS blob and the domain of the url is different from the domain of the location (typically an S3 bucket). """ if local_files_only: return ( None, None, None, None, None, OfflineModeIsEnabled( f"Cannot access file since 'local_files_only=True' as been set. (repo_id: {repo_id}, repo_type: {repo_type}, revision: {revision}, filename: {filename})" ), ) url = hf_hub_url(repo_id, filename, repo_type=repo_type, revision=revision, endpoint=endpoint) url_to_download: str = url etag: Optional[str] = None commit_hash: Optional[str] = None expected_size: Optional[int] = None head_error_call: Optional[Exception] = None xet_file_data: Optional[XetFileData] = None # Try to get metadata from the server. # Do not raise yet if the file is not found or not accessible. if not local_files_only: try: try: metadata = get_hf_file_metadata( url=url, timeout=etag_timeout, headers=headers, token=token, endpoint=endpoint, retry_on_errors=retry_on_errors, ) except RemoteEntryNotFoundError as http_error: if storage_folder is not None and relative_filename is not None: # Cache the non-existence of the file commit_hash = http_error.response.headers.get(constants.HUGGINGFACE_HEADER_X_REPO_COMMIT) if commit_hash is not None: no_exist_file_path = Path(storage_folder) / ".no_exist" / commit_hash / relative_filename try: no_exist_file_path.parent.mkdir(parents=True, exist_ok=True) no_exist_file_path.touch() except OSError as e: logger.error( f"Could not cache non-existence of file. Will ignore error and continue. Error: {e}" ) _cache_commit_hash_for_specific_revision(storage_folder, revision, commit_hash) raise # Commit hash must exist commit_hash = metadata.commit_hash if commit_hash is None: raise FileMetadataError( "Distant resource does not seem to be on huggingface.co. It is possible that a configuration issue" " prevents you from downloading resources from https://huggingface.co. Please check your firewall" " and proxy settings and make sure your SSL certificates are updated." ) # Etag must exist # If we don't have any of those, raise an error. etag = metadata.etag if etag is None: raise FileMetadataError( "Distant resource does not have an ETag, we won't be able to reliably ensure reproducibility." ) # Size must exist expected_size = metadata.size if expected_size is None: raise FileMetadataError("Distant resource does not have a Content-Length.") xet_file_data = metadata.xet_file_data # In case of a redirect, save an extra redirect on the request.get call, # and ensure we download the exact atomic version even if it changed # between the HEAD and the GET (unlikely, but hey). # # If url domain is different => we are downloading from a CDN => url is signed => don't send auth # If url domain is the same => redirect due to repo rename AND downloading a regular file => keep auth if xet_file_data is None and url != metadata.location: url_to_download = metadata.location if urlparse(url).netloc != urlparse(metadata.location).netloc: # Remove authorization header when downloading a LFS blob headers.pop("authorization", None) except httpx.ProxyError: # Actually raise on proxy error raise except (httpx.ConnectError, httpx.TimeoutException, OfflineModeIsEnabled) as error: # Otherwise, our Internet connection is down. # etag is None head_error_call = error except (RevisionNotFoundError, RemoteEntryNotFoundError): # The repo was found but the revision or entry doesn't exist on the Hub (never existed or got deleted) raise except HfHubHTTPError as error: # Multiple reasons for an http error: # - Repository is private and invalid/missing token sent # - Repository is gated and invalid/missing token sent # - Hub is down (error 500 or 504) # => let's switch to 'local_files_only=True' to check if the files are already cached. # (if it's not the case, the error will be re-raised) head_error_call = error except FileMetadataError as error: # Multiple reasons for a FileMetadataError: # - Wrong network configuration (proxy, firewall, SSL certificates) # - Inconsistency on the Hub # => let's switch to 'local_files_only=True' to check if the files are already cached. # (if it's not the case, the error will be re-raised) head_error_call = error if not (local_files_only or etag is not None or head_error_call is not None): raise RuntimeError("etag is empty due to uncovered problems") return (url_to_download, etag, commit_hash, expected_size, xet_file_data, head_error_call) # type: ignore [return-value] def _raise_on_head_call_error(head_call_error: Exception, force_download: bool, local_files_only: bool) -> NoReturn: """Raise an appropriate error when the HEAD call failed and we cannot locate a local file.""" # No head call => we cannot force download. if force_download: if local_files_only: raise ValueError("Cannot pass 'force_download=True' and 'local_files_only=True' at the same time.") elif isinstance(head_call_error, OfflineModeIsEnabled): raise ValueError("Cannot pass 'force_download=True' when offline mode is enabled.") from head_call_error else: raise ValueError("Force download failed due to the above error.") from head_call_error # No head call + couldn't find an appropriate file on disk => raise an error. if local_files_only: raise LocalEntryNotFoundError( "Cannot find the requested files in the disk cache and outgoing traffic has been disabled. To enable" " hf.co look-ups and downloads online, set 'local_files_only' to False." ) elif isinstance(head_call_error, (RepositoryNotFoundError, GatedRepoError)) or ( isinstance(head_call_error, HfHubHTTPError) and head_call_error.response.status_code == 401 ): # Repo not found or gated => let's raise the actual error # Unauthorized => likely a token issue => let's raise the actual error raise head_call_error else: # Otherwise: most likely a connection issue or Hub downtime => let's warn the user raise LocalEntryNotFoundError( "An error happened while trying to locate the file on the Hub and we cannot find the requested files" " in the local cache. Please check your connection and try again or make sure your Internet connection" " is on." ) from head_call_error def _download_to_tmp_and_move( incomplete_path: Path, destination_path: Path, url_to_download: str, headers: dict[str, str], expected_size: Optional[int], filename: str, force_download: bool, etag: Optional[str], xet_file_data: Optional[XetFileData], tqdm_class: Optional[type[base_tqdm]] = None, ) -> None: """Download content from a URL to a destination path. Internal logic: - return early if file is already downloaded - resume download if possible (from incomplete file) - do not resume download if `force_download=True` - check disk space before downloading - download content to a temporary file - set correct permissions on temporary file - move the temporary file to the destination path Both `incomplete_path` and `destination_path` must be on the same volume to avoid a local copy. """ if destination_path.exists() and not force_download: # Do nothing if already exists (except if force_download=True) return if incomplete_path.exists() and force_download: # By default, we will try to resume the download if possible. # However, if the user has set `force_download=True`, then we should # not resume the download => delete the incomplete file. logger.debug(f"Removing incomplete file '{incomplete_path}' (force_download=True)") incomplete_path.unlink(missing_ok=True) with incomplete_path.open("ab") as f: resume_size = f.tell() message = f"Downloading '{filename}' to '{incomplete_path}'" if resume_size > 0 and expected_size is not None: message += f" (resume from {resume_size}/{expected_size})" logger.debug(message) if expected_size is not None: # might be None if HTTP header not set correctly # Check disk space in both tmp and destination path _check_disk_space(expected_size, incomplete_path.parent) _check_disk_space(expected_size, destination_path.parent) if xet_file_data is not None and is_xet_available(): logger.debug("Xet Storage is enabled for this repo. Downloading file from Xet Storage..") xet_get( incomplete_path=incomplete_path, xet_file_data=xet_file_data, headers=headers, expected_size=expected_size, displayed_filename=filename, tqdm_class=tqdm_class, ) else: if xet_file_data is not None and not constants.HF_HUB_DISABLE_XET: logger.warning( "Xet Storage is enabled for this repo, but the 'hf_xet' package is not installed. " "Falling back to regular HTTP download. " "For better performance, install the package with: `pip install huggingface_hub[hf_xet]` or `pip install hf_xet`" ) http_get( url_to_download, f, resume_size=resume_size, headers=headers, expected_size=expected_size, tqdm_class=tqdm_class, ) logger.debug(f"Download complete. Moving file to {destination_path}") _chmod_and_move(incomplete_path, destination_path) def _int_or_none(value: Optional[str]) -> Optional[int]: try: return int(value) # type: ignore except (TypeError, ValueError): return None def _chmod_and_move(src: Path, dst: Path) -> None: """Set correct permission before moving a blob from tmp directory to cache dir. Do not take into account the `umask` from the process as there is no convenient way to get it that is thread-safe. See: - About umask: https://docs.python.org/3/library/os.html#os.umask - Thread-safety: https://stackoverflow.com/a/70343066 - About solution: https://github.com/huggingface/huggingface_hub/pull/1220#issuecomment-1326211591 - Fix issue: https://github.com/huggingface/huggingface_hub/issues/1141 - Fix issue: https://github.com/huggingface/huggingface_hub/issues/1215 """ # Get umask by creating a temporary file in the cached repo folder. tmp_file = dst.parent.parent / f"tmp_{uuid.uuid4()}" try: tmp_file.touch() cache_dir_mode = Path(tmp_file).stat().st_mode os.chmod(str(src), stat.S_IMODE(cache_dir_mode)) except OSError as e: logger.warning( f"Could not set the permissions on the file '{src}'. Error: {e}.\nContinuing without setting permissions." ) finally: try: tmp_file.unlink() except OSError: # fails if `tmp_file.touch()` failed => do nothing # See https://github.com/huggingface/huggingface_hub/issues/2359 pass shutil.move(str(src), str(dst), copy_function=_copy_no_matter_what) def _copy_no_matter_what(src: str, dst: str) -> None: """Copy file from src to dst. If `shutil.copy2` fails, fallback to `shutil.copyfile`. """ try: # Copy file with metadata and permission # Can fail e.g. if dst is an S3 mount shutil.copy2(src, dst) except OSError: # Copy only file content shutil.copyfile(src, dst) def _get_pointer_path(storage_folder: str, revision: str, relative_filename: str) -> str: # Using `os.path.abspath` instead of `Path.resolve()` to avoid resolving symlinks snapshot_path = os.path.join(storage_folder, "snapshots") pointer_path = os.path.join(snapshot_path, revision, relative_filename) if Path(os.path.abspath(snapshot_path)) not in Path(os.path.abspath(pointer_path)).parents: raise ValueError( "Invalid pointer path: cannot create pointer path in snapshot folder if" f" `storage_folder='{storage_folder}'`, `revision='{revision}'` and" f" `relative_filename='{relative_filename}'`." ) return pointer_path