A repository is a place where you can store your model or dataset files. This guide will show you how to:
If you want to create a repository on the Hub, you need to log in to your Hugging Face account:
Log in to your Hugging Face account with the following command:
huggingface-cli login
Alternatively, if you prefer working from a Jupyter or Colaboratory notebook, login with notebook_login():
>>> from huggingface_hub import notebook_login
>>> notebook_login()notebook_login() will launch a widget in your notebook from which you can enter your Hugging Face credentials.
Create an empty repository with create_repo() and give it a name with the repo_id parameter. The repo_id is your namespace followed by the repository name: {username_or_org}/{repo_name}.
>>> from huggingface_hub import create_repo
>>> create_repo("lysandre/test-model")
'https://huggingface.co/lysandre/test-model'By default, create_repo() creates a model repository. But you can use the repo_type parameter to specify another repository type. For example, if you want to create a dataset repository:
>>> from huggingface_hub import create_repo
>>> create_repo("lysandre/test-dataset", repo_type="dataset")
'https://huggingface.co/lysandre/test-dataset'When you create a repository, you can set your repository visibility with the private parameter. For example, if you want to create a private repository:
>>> from huggingface_hub import create_repo
>>> create_repo("lysandre/test-private", private=True)If you want to change the repository visibility at a later time, you can use the update_repo_visibility() function.
Delete a repository with delete_repo(). Make sure you want to delete a repository because this is an irreversible process!
Specify the repo_id of the repository you want to delete:
>>> delete_repo(repo_id=name)You can also specify the repository type to delete by adding the repo_type parameter:
>>> delete_repo(repo_id=REPO_NAME, repo_type="dataset")A repository can be public or private. A private repository is only visible to you or members of the organization in which the repository is located. Change a repository to private as shown in the following:
>>> from huggingface_hub import update_repo_visibility
>>> update_repo_visibility(name=REPO_NAME, private=True)The Repository class allows you to interact with files and repositories on the Hub with functions similar to Git commands. Repository is a wrapper over Git and Git-LFS methods, so make sure you have Git-LFS installed (see here for installation instructions) and set up before you begin. With Repository, you can use the Git commands you already know and love.
Instantiate a Repository object with a path to a local repository:
>>> from huggingface_hub import Repository
>>> repo = Repository(local_dir="<path>/<to>/<folder>")The clone_from parameter clones a repository from a Hugging Face repository ID to a local directory specified by the local_dir argument:
>>> from huggingface_hub import Repository
>>> repo = Repository(local_dir="w2v2", clone_from="facebook/wav2vec2-large-960h-lv60")clone_from can also clone a repository from a specified directory using a URL (if you are working offline, this parameter should be None):
>>> repo = Repository(local_dir="huggingface-hub", clone_from="https://huggingface.co/facebook/wav2vec2-large-960h-lv60")You can combine the clone_from parameter with create_repo() to create and clone a repository:
>>> repo_url = create_repo(repo_id="repo_name")
>>> repo = Repository(local_dir="repo_local_path", clone_from=repo_url)You can also attribute a Git username and email to a cloned repository by specifying the git_user and git_email parameters when you clone a repository. When users commit to that repository, Git will be aware of the commit author.
>>> repo = Repository(
... "my-dataset",
... clone_from="<user>/<dataset_id>",
... use_auth_token=True,
... repo_type="dataset",
... git_user="MyName",
... git_email="me@cool.mail"
... )Branches are important for collaboration and experimentation without impacting your current files and code. Switch between branches with git_checkout(). For example, if you want to switch from branch1 to branch2:
>>> from huggingface_hub import Repository
>>> repo = Repository(local_dir="huggingface-hub", clone_from="<user>/<dataset_id>", revision='branch1')
>>> repo.git_checkout("branch2")git_pull() allows you to update a current local branch with changes from a remote repository:
>>> from huggingface_hub import Repository
>>> repo.git_pull()Set rebase=True if you want your local commits to occur after your branch is updated with the new commits from the remote:
>>> repo.git_pull(rebase=True)