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import os |
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from pathlib import Path |
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from typing import Dict, List, Optional, Union |
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from huggingface_hub import HfApi |
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from huggingface_hub.constants import DEFAULT_REVISION, HUGGINGFACE_HUB_CACHE, REPO_TYPES |
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from huggingface_hub.file_download import REGEX_COMMIT_HASH, hf_hub_download, repo_folder_name |
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from huggingface_hub.utils import filter_repo_objects, validate_hf_hub_args |
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from joblib import Parallel, delayed |
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@validate_hf_hub_args |
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def snapshot_download( |
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repo_id: str, |
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*, |
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revision: Optional[str] = None, |
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repo_type: Optional[str] = None, |
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cache_dir: Union[str, Path, None] = None, |
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library_name: Optional[str] = None, |
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library_version: Optional[str] = None, |
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user_agent: Optional[Union[Dict, str]] = None, |
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proxies: Optional[Dict] = None, |
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etag_timeout: Optional[float] = 10, |
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resume_download: Optional[bool] = False, |
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use_auth_token: Optional[Union[bool, str]] = None, |
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local_files_only: Optional[bool] = False, |
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allow_regex: Optional[Union[List[str], str]] = None, |
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ignore_regex: Optional[Union[List[str], str]] = None, |
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allow_patterns: Optional[Union[List[str], str]] = None, |
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ignore_patterns: Optional[Union[List[str], str]] = None, |
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) -> str: |
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"""Download all files of a repo. |
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Downloads a whole snapshot of a repo's files at the specified revision. This |
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is useful when you want all files from a repo, because you don't know which |
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ones you will need a priori. All files are nested inside a folder in order |
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to keep their actual filename relative to that folder. |
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An alternative would be to just clone a repo but this would require that the |
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user always has git and git-lfs installed, and properly configured. |
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Args: |
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repo_id (`str`): |
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A user or an organization name and a repo name separated by a `/`. |
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revision (`str`, *optional*): |
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An optional Git revision id which can be a branch name, a tag, or a |
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commit hash. |
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repo_type (`str`, *optional*): |
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Set to `"dataset"` or `"space"` if uploading to a dataset or space, |
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`None` or `"model"` if uploading to a model. Default is `None`. |
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cache_dir (`str`, `Path`, *optional*): |
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Path to the folder where cached files are stored. |
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library_name (`str`, *optional*): |
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The name of the library to which the object corresponds. |
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library_version (`str`, *optional*): |
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The version of the library. |
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user_agent (`str`, `dict`, *optional*): |
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The user-agent info in the form of a dictionary or a string. |
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proxies (`dict`, *optional*): |
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Dictionary mapping protocol to the URL of the proxy passed to |
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`requests.request`. |
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etag_timeout (`float`, *optional*, defaults to `10`): |
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When fetching ETag, how many seconds to wait for the server to send |
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data before giving up which is passed to `requests.request`. |
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resume_download (`bool`, *optional*, defaults to `False): |
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If `True`, resume a previously interrupted download. |
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use_auth_token (`str`, `bool`, *optional*): |
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A token to be used for the download. |
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- If `True`, the token is read from the HuggingFace config |
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folder. |
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- If a string, it's used as the authentication token. |
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local_files_only (`bool`, *optional*, defaults to `False`): |
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If `True`, avoid downloading the file and return the path to the |
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local cached file if it exists. |
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allow_patterns (`List[str]` or `str`, *optional*): |
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If provided, only files matching at least one pattern are downloaded. |
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ignore_patterns (`List[str]` or `str`, *optional*): |
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If provided, files matching any of the patterns are not downloaded. |
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Returns: |
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Local folder path (string) of repo snapshot |
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<Tip> |
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Raises the following errors: |
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- [`EnvironmentError`](https://docs.python.org/3/library/exceptions.html#EnvironmentError) |
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if `use_auth_token=True` and the token cannot be found. |
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- [`OSError`](https://docs.python.org/3/library/exceptions.html#OSError) if |
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ETag cannot be determined. |
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- [`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError) |
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if some parameter value is invalid |
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</Tip> |
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""" |
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if cache_dir is None: |
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cache_dir = HUGGINGFACE_HUB_CACHE |
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if revision is None: |
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revision = DEFAULT_REVISION |
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if isinstance(cache_dir, Path): |
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cache_dir = str(cache_dir) |
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if repo_type is None: |
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repo_type = "model" |
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if repo_type not in REPO_TYPES: |
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raise ValueError(f"Invalid repo type: {repo_type}. Accepted repo types are:" f" {str(REPO_TYPES)}") |
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storage_folder = os.path.join(cache_dir, repo_folder_name(repo_id=repo_id, repo_type=repo_type)) |
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if allow_regex is not None: |
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allow_patterns = allow_regex |
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if ignore_regex is not None: |
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ignore_patterns = ignore_regex |
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if local_files_only: |
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if REGEX_COMMIT_HASH.match(revision): |
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commit_hash = revision |
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else: |
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ref_path = os.path.join(storage_folder, "refs", revision) |
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with open(ref_path) as f: |
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commit_hash = f.read() |
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snapshot_folder = os.path.join(storage_folder, "snapshots", commit_hash) |
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if os.path.exists(snapshot_folder): |
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return snapshot_folder |
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raise ValueError( |
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"Cannot find an appropriate cached snapshot folder for the specified" |
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" revision on the local disk and outgoing traffic has been disabled. To" |
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" enable repo look-ups and downloads online, set 'local_files_only' to" |
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" False." |
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) |
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_api = HfApi() |
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repo_info = _api.repo_info( |
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repo_id=repo_id, |
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repo_type=repo_type, |
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revision=revision, |
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use_auth_token=use_auth_token, |
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) |
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filtered_repo_files = list( |
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filter_repo_objects( |
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items=[f.rfilename for f in repo_info.siblings], |
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allow_patterns=allow_patterns, |
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ignore_patterns=ignore_patterns, |
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) |
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) |
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commit_hash = repo_info.sha |
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snapshot_folder = os.path.join(storage_folder, "snapshots", commit_hash) |
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if revision != commit_hash: |
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ref_path = os.path.join(storage_folder, "refs", revision) |
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os.makedirs(os.path.dirname(ref_path), exist_ok=True) |
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with open(ref_path, "w") as f: |
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f.write(commit_hash) |
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Parallel(n_jobs=10, backend="threading")( |
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delayed(hf_hub_download)( |
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repo_id, |
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filename=repo_file, |
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repo_type=repo_type, |
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revision=commit_hash, |
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cache_dir=cache_dir, |
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library_name=library_name, |
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library_version=library_version, |
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user_agent=user_agent, |
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proxies=proxies, |
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etag_timeout=etag_timeout, |
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resume_download=resume_download, |
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use_auth_token=use_auth_token, |
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) |
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for repo_file in filtered_repo_files |
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) |
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return snapshot_folder |
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