Hub Python Library documentation

로컬 및 온라인 리포지토리 관리

Hub Python Library

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로컬 및 온라인 리포지토리 관리

Repository 클래스는 git 및 git-lfs 명령을 감싸는 도우미 클래스로, 매우 큰 리포지토리를 관리하는 데 적합한 툴링을 제공합니다.

git 작업이 포함되거나 리포지토리에서의 협업이 중점이 될 때 권장되는 도구입니다.

리포지토리 클래스

class huggingface_hub.Repository

( local_dir: typing.Union[str, pathlib.Path] clone_from: typing.Optional[str] = None repo_type: typing.Optional[str] = None token: typing.Union[bool, str] = True git_user: typing.Optional[str] = None git_email: typing.Optional[str] = None revision: typing.Optional[str] = None skip_lfs_files: bool = False client: typing.Optional[huggingface_hub.hf_api.HfApi] = None )

Helper class to wrap the git and git-lfs commands.

The aim is to facilitate interacting with huggingface.co hosted model or dataset repos, though not a lot here (if any) is actually specific to huggingface.co.

Repository is deprecated in favor of the http-based alternatives implemented in HfApi. Given its large adoption in legacy code, the complete removal of Repository will only happen in release v1.0. For more details, please read https://huggingface.co/docs/huggingface_hub/concepts/git_vs_http.

init

( local_dir: typing.Union[str, pathlib.Path] clone_from: typing.Optional[str] = None repo_type: typing.Optional[str] = None token: typing.Union[bool, str] = True git_user: typing.Optional[str] = None git_email: typing.Optional[str] = None revision: typing.Optional[str] = None skip_lfs_files: bool = False client: typing.Optional[huggingface_hub.hf_api.HfApi] = None )

Parameters

local_dir (str or Path) — path (e.g. 'my_trained_model/') to the local directory, where the Repository will be initialized.
clone_from (str, optional) — Either a repository url or repo_id. Example:
- "https://huggingface.co/philschmid/playground-tests"
- "philschmid/playground-tests"
repo_type (str, optional) — To set when cloning a repo from a repo_id. Default is model.
token (bool or str, optional) — A valid authentication token (see https://huggingface.co/settings/token). If None or True and machine is logged in (through huggingface-cli login or login()), token will be retrieved from the cache. If False, token is not sent in the request header.
git_user (str, optional) — will override the git config user.name for committing and pushing files to the hub.
git_email (str, optional) — will override the git config user.email for committing and pushing files to the hub.
revision (str, optional) — Revision to checkout after initializing the repository. If the revision doesn’t exist, a branch will be created with that revision name from the default branch’s current HEAD.
skip_lfs_files (bool, optional, defaults to False) — whether to skip git-LFS files or not.
client (HfApi, optional) — Instance of HfApi to use when calling the HF Hub API. A new instance will be created if this is left to None.

Raises

EnvironmentError

EnvironmentError — If the remote repository set in clone_from does not exist.

Instantiate a local clone of a git repo.

If clone_from is set, the repo will be cloned from an existing remote repository. If the remote repo does not exist, a EnvironmentError exception will be thrown. Please create the remote repo first using create_repo().

Repository uses the local git credentials by default. If explicitly set, the token or the git_user/git_email pair will be used instead.

current_branch

( ) → str

Returns

str

Current checked out branch.

Returns the current checked out branch.

add_tag

( tag_name: str message: typing.Optional[str] = None remote: typing.Optional[str] = None )

Parameters

tag_name (str) — The name of the tag to be added.
message (str, optional) — The message that accompanies the tag. The tag will turn into an annotated tag if a message is passed.
remote (str, optional) — The remote on which to add the tag.

Add a tag at the current head and push it

If remote is None, will just be updated locally

If no message is provided, the tag will be lightweight. if a message is provided, the tag will be annotated.

auto_track_binary_files

( pattern: str = '.' ) → List[str]

Parameters

pattern (str, optional, defaults to ”.“) — The pattern with which to track files that are binary.

Returns

List[str]

List of filenames that are now tracked due to being binary files

Automatically track binary files with git-lfs.

auto_track_large_files

( pattern: str = '.' ) → List[str]

Parameters

pattern (str, optional, defaults to ”.“) — The pattern with which to track files that are above 10MBs.

Returns

List[str]

List of filenames that are now tracked due to their size.

Automatically track large files (files that weigh more than 10MBs) with git-lfs.

check_git_versions

( )

Raises

EnvironmentError

EnvironmentError — If git or git-lfs are not installed.

Checks that git and git-lfs can be run.

clone_from

( repo_url: str token: typing.Union[bool, str, NoneType] = None )

Parameters

repo_url (str) — The URL from which to clone the repository
token (Union[str, bool], optional) — Whether to use the authentication token. It can be:
- a string which is the token itself
- False, which would not use the authentication token
- True, which would fetch the authentication token from the local folder and use it (you should be logged in for this to work).
- None, which would retrieve the value of self.huggingface_token.

Clone from a remote. If the folder already exists, will try to clone the repository within it.

If this folder is a git repository with linked history, will try to update the repository.

Raises the following error:

ValueError if an organization token (starts with “api_org”) is passed. Use must use your own personal access token (see https://hf.co/settings/tokens).
EnvironmentError if you are trying to clone the repository in a non-empty folder, or if the git operations raise errors.

commit

( commit_message: str branch: typing.Optional[str] = None track_large_files: bool = True blocking: bool = True auto_lfs_prune: bool = False )

Parameters

commit_message (str) — Message to use for the commit.
branch (str, optional) — The branch on which the commit will appear. This branch will be checked-out before any operation.
track_large_files (bool, optional, defaults to True) — Whether to automatically track large files or not. Will do so by default.
blocking (bool, optional, defaults to True) — Whether the function should return only when the git push has finished.
auto_lfs_prune (bool, defaults to True) — Whether to automatically prune files once they have been pushed to the remote.

Context manager utility to handle committing to a repository. This automatically tracks large files (>10Mb) with git-lfs. Set the track_large_files argument to False if you wish to ignore that behavior.

Examples:

>>> with Repository(
...     "text-files",
...     clone_from="<user>/text-files",
...     token=True,
>>> ).commit("My first file :)"):
...     with open("file.txt", "w+") as f:
...         f.write(json.dumps({"hey": 8}))

>>> import torch

>>> model = torch.nn.Transformer()
>>> with Repository(
...     "torch-model",
...     clone_from="<user>/torch-model",
...     token=True,
>>> ).commit("My cool model :)"):
...     torch.save(model.state_dict(), "model.pt")

delete_tag

( tag_name: str remote: typing.Optional[str] = None ) → bool

Parameters

tag_name (str) — The tag name to delete.
remote (str, optional) — The remote on which to delete the tag.

Returns

bool

True if deleted, False if the tag didn’t exist. If remote is not passed, will just be updated locally

Delete a tag, both local and remote, if it exists

git_add

( pattern: str = '.' auto_lfs_track: bool = False )

Parameters

pattern (str, optional, defaults to ”.“) — The pattern with which to add files to staging.
auto_lfs_track (bool, optional, defaults to False) — Whether to automatically track large and binary files with git-lfs. Any file over 10MB in size, or in binary format, will be automatically tracked.

git add

Setting the auto_lfs_track parameter to True will automatically track files that are larger than 10MB with git-lfs.

git_checkout

( revision: str create_branch_ok: bool = False )

Parameters

revision (str) — The revision to checkout.
create_branch_ok (str, optional, defaults to False) — Whether creating a branch named with the revision passed at the current checked-out reference if revision isn’t an existing revision is allowed.

git checkout a given revision

Specifying create_branch_ok to True will create the branch to the given revision if that revision doesn’t exist.

git_commit

( commit_message: str = 'commit files to HF hub' )

Parameters

commit_message (str, optional, defaults to “commit files to HF hub”) — The message attributed to the commit.

git commit

git_config_username_and_email

( git_user: typing.Optional[str] = None git_email: typing.Optional[str] = None )

Parameters

git_user (str, optional) — The username to register through git.
git_email (str, optional) — The email to register through git.

Sets git username and email (only in the current repo).

git_credential_helper_store

( )

Sets the git credential helper to store

git_head_commit_url

( ) → str

Returns

str

The URL to the current checked-out commit.

Get URL to last commit on HEAD. We assume it’s been pushed, and the url scheme is the same one as for GitHub or HuggingFace.

git_head_hash

( ) → str

Returns

str

The current checked out commit SHA.

Get commit sha on top of HEAD.

git_pull

( rebase: bool = False lfs: bool = False )

Parameters

rebase (bool, optional, defaults to False) — Whether to rebase the current branch on top of the upstream branch after fetching.
lfs (bool, optional, defaults to False) — Whether to fetch the LFS files too. This option only changes the behavior when a repository was cloned without fetching the LFS files; calling repo.git_pull(lfs=True) will then fetch the LFS file from the remote repository.

git pull

git_push

( upstream: typing.Optional[str] = None blocking: bool = True auto_lfs_prune: bool = False )

Parameters

upstream (str, optional) — Upstream to which this should push. If not specified, will push to the lastly defined upstream or to the default one (origin main).
blocking (bool, optional, defaults to True) — Whether the function should return only when the push has finished. Setting this to False will return an CommandInProgress object which has an is_done property. This property will be set to True when the push is finished.
auto_lfs_prune (bool, optional, defaults to False) — Whether to automatically prune files once they have been pushed to the remote.

git push

If used without setting blocking, will return url to commit on remote repo. If used with blocking=True, will return a tuple containing the url to commit and the command object to follow for information about the process.

git_remote_url

( ) → str

Returns

str

The URL of the origin remote.

Get URL to origin remote.

is_repo_clean

( ) → bool

Returns

bool

True if the git status is clean, False otherwise.

Return whether or not the git status is clean or not

lfs_enable_largefiles

( )

HF-specific. This enables upload support of files >5GB.

lfs_prune

( recent = False )

Parameters

recent (bool, optional, defaults to False) — Whether to prune files even if they were referenced by recent commits. See the following link for more information.

git lfs prune

lfs_track

( patterns: typing.Union[str, typing.List[str]] filename: bool = False )

Parameters

patterns (Union[str, List[str]]) — The pattern, or list of patterns, to track with git-lfs.
filename (bool, optional, defaults to False) — Whether to use the patterns as literal filenames.

Tell git-lfs to track files according to a pattern.

Setting the filename argument to True will treat the arguments as literal filenames, not as patterns. Any special glob characters in the filename will be escaped when writing to the .gitattributes file.

lfs_untrack

( patterns: typing.Union[str, typing.List[str]] )

Parameters

patterns (Union[str, List[str]]) — The pattern, or list of patterns, to untrack with git-lfs.

Tell git-lfs to untrack those files.

list_deleted_files

( ) → List[str]

Returns

List[str]

A list of files that have been deleted in the working directory or index.

Returns a list of the files that are deleted in the working directory or index.

push_to_hub

( commit_message: str = 'commit files to HF hub' blocking: bool = True clean_ok: bool = True auto_lfs_prune: bool = False )

Parameters

commit_message (str) — Message to use for the commit.
blocking (bool, optional, defaults to True) — Whether the function should return only when the git push has finished.
clean_ok (bool, optional, defaults to True) — If True, this function will return None if the repo is untouched. Default behavior is to fail because the git command fails.
auto_lfs_prune (bool, optional, defaults to False) — Whether to automatically prune files once they have been pushed to the remote.

Helper to add, commit, and push files to remote repository on the HuggingFace Hub. Will automatically track large files (>10MB).

tag_exists

( tag_name: str remote: typing.Optional[str] = None ) → bool

Parameters

tag_name (str) — The name of the tag to check.
remote (str, optional) — Whether to check if the tag exists on a remote. This parameter should be the identifier of the remote.

Returns

bool

Whether the tag exists.

Check if a tag exists or not.

wait_for_commands

( )

Blocking method: blocks all subsequent execution until all commands have been processed.

도우미 메소드

huggingface_hub.repository.is_git_repo

( folder: typing.Union[str, pathlib.Path] ) → bool

Parameters

folder (str) — The folder in which to run the command.

Returns

bool

True if the repository is part of a repository, False otherwise.

Check if the folder is the root or part of a git repository

huggingface_hub.repository.is_local_clone

( folder: typing.Union[str, pathlib.Path] remote_url: str ) → bool

Parameters

folder (str or Path) — The folder in which to run the command.
remote_url (str) — The url of a git repository.

Returns

bool

True if the repository is a local clone of the remote repository specified, False otherwise.

Check if the folder is a local clone of the remote_url

huggingface_hub.repository.is_tracked_with_lfs

( filename: typing.Union[str, pathlib.Path] ) → bool

Parameters

filename (str or Path) — The filename to check.

Returns

bool

True if the file passed is tracked with git-lfs, False otherwise.

Check if the file passed is tracked with git-lfs.

huggingface_hub.repository.is_git_ignored

( filename: typing.Union[str, pathlib.Path] ) → bool

Parameters

filename (str or Path) — The filename to check.

Returns

bool

True if the file passed is ignored by git, False otherwise.

Check if file is git-ignored. Supports nested .gitignore files.

huggingface_hub.repository.files_to_be_staged

( pattern: str = '.' folder: typing.Union[str, pathlib.Path, NoneType] = None ) → List[str]

Parameters

pattern (str or Path) — The pattern of filenames to check. Put . to get all files.
folder (str or Path) — The folder in which to run the command.

Returns

List[str]

List of files that are to be staged.

Returns a list of filenames that are to be staged.

huggingface_hub.repository.is_tracked_upstream

( folder: typing.Union[str, pathlib.Path] ) → bool

Parameters

folder (str or Path) — The folder in which to run the command.

Returns

bool

True if the current checked-out branch is tracked upstream, False otherwise.

Check if the current checked-out branch is tracked upstream.

huggingface_hub.repository.commits_to_push

( folder: typing.Union[str, pathlib.Path] upstream: typing.Optional[str] = None ) → int

Parameters

folder (str or Path) — The folder in which to run the command.
upstream (str, optional) —

Returns

int

Number of commits that would be pushed upstream were a git push to proceed.

Check the number of commits that would be pushed upstream

The name of the upstream repository with which the comparison should be made.

후속 비동기 명령

Repository 유틸리티는 비동기적으로 시작할 수 있는 여러 메소드를 제공합니다.

git_push
git_pull
push_to_hub
commit 컨텍스트 관리자

이러한 비동기 메소드를 관리하는 유틸리티는 아래를 참조하세요.

class huggingface_hub.Repository

( local_dir: typing.Union[str, pathlib.Path] clone_from: typing.Optional[str] = None repo_type: typing.Optional[str] = None token: typing.Union[bool, str] = True git_user: typing.Optional[str] = None git_email: typing.Optional[str] = None revision: typing.Optional[str] = None skip_lfs_files: bool = False client: typing.Optional[huggingface_hub.hf_api.HfApi] = None )

Helper class to wrap the git and git-lfs commands.

The aim is to facilitate interacting with huggingface.co hosted model or dataset repos, though not a lot here (if any) is actually specific to huggingface.co.

Repository is deprecated in favor of the http-based alternatives implemented in HfApi. Given its large adoption in legacy code, the complete removal of Repository will only happen in release v1.0. For more details, please read https://huggingface.co/docs/huggingface_hub/concepts/git_vs_http.

commands_failed

( )

Returns the asynchronous commands that failed.

commands_in_progress

( )

Returns the asynchronous commands that are currently in progress.

wait_for_commands

( )

Blocking method: blocks all subsequent execution until all commands have been processed.

class huggingface_hub.repository.CommandInProgress

( title: str is_done_method: typing.Callable status_method: typing.Callable process: Popen post_method: typing.Optional[typing.Callable] = None )

Utility to follow commands launched asynchronously.

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