hf - Mirage

Download Hugging Face Hub files into the workspace and upload files or directories as a single commit. Mirage also supports repository creation, tags and file deletion using the official hf vocabulary.

Setup

Create a token using Hugging Face setup. TypeScript imports HF from the Node package. The Hub API needs no Python extra; hf-buckets is a separate storage backend.

from mirage import MountMode, RAMVFS, Workspace
from mirage.commands.cli.builtin.hf import HF
from mirage.core.hf_hub.config import HfConfig

config = HfConfig(token="hf_...")
ws = Workspace({"/work": RAMVFS()}, mode=MountMode.WRITE)
ws.register_cli("hf", HF, config)

No service mount is required. For YAML and multiple accounts, see the CLI overview.

Supported commands

Run hf <command> --help for the supported flags and operands. This list is generated from Mirage’s registered command tree.

Command	Description
`hf auth whoami`	Find out which huggingface.co account you are logged in as
`hf auth list`	List all stored access tokens
`hf repo create`	Create a new repo on huggingface.co
`hf repo tag create`	Create a tag for a repo
`hf repo tag list`	List tags for a repo
`hf repo tag delete`	Delete a tag from a repo
`hf repo-files delete`	Delete files from a repo on the Hub
`hf download`	Download files from the Hub
`hf upload`	Upload a file or a folder to the Hub. Recommended for single-commit uploads
`hf env`	Print information about the environment
`hf version`	Print information about the hf version

Download, edit and upload

hf auth whoami
hf download acme/model config.json --local-dir /work
sed -i 's/1024/2048/' /work/config.json
hf upload acme/model /work/config.json config.json --commit-message 'Widen the model'

/work must be a writable workspace mount. Each upload is one commit, including all files selected from a directory. --repo-type selects models, datasets or spaces; --revision selects a branch, tag or commit. Local paths resolve against the shell’s working directory. With no source, hf upload acme/model reads ./model. Downloads, uploads and cache files use workspace operations rather than the host filesystem.

Repositories and tags

hf repo create acme/new-model --private
hf repo tag create acme/model v1.0
hf repo tag list acme/model
hf repo tag delete acme/model v1.0
hf repo-files delete acme/model '*.tmp'

For spaces, use --repo-type space and --space_sdk. --exist-ok accepts an existing repository. Deleting matching files creates one commit.

Select files and cache downloads

--include, --exclude, --delete and repo-files delete use Hub glob semantics: * crosses /, [!a] negates a character class, and a trailing / names a folder. Directory uploads exclude .git and .cache/huggingface. Single-file uploads ignore the include/exclude/delete filters with warnings. Deletion globs match the remote listing; --delete is relative to the upload destination and spares files re-added by the same commit. .gitattributes is never deleted. An empty change is skipped with a warning. Without --local-dir, downloads use the cache layout under --cache-dir:

models--acme--model/
  blobs/<etag>
  refs/main
  snapshots/<sha>/config.json -> ../../blobs/<etag>

A branch or tag download writes its ref; a commit-pinned download does not. --force-download refetches a blob. Relative cache paths, including HF_HUB_CACHE and HF_HOME, resolve against the session’s working directory.

VFS and limits

The model, dataset and space VFS adapters expose remote repository files without creating a local checkout. They are read-only. Use a writable mount for editing and hf upload to choose the commit boundary. There is no interactive auth login or auth logout; the registered config supplies the token. Only the listed commands are implemented. Upstream huggingface_hub uses Apache-2.0, as does Mirage’s command implementation. See compatibility and licenses.

Getting Started

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hf

Setup

Supported commands

Download, edit and upload

Repositories and tags

Select files and cache downloads

VFS and limits

​Setup

​Supported commands

​Download, edit and upload

​Repositories and tags

​Select files and cache downloads

​VFS and limits

Setup

Supported commands

Download, edit and upload

Repositories and tags

Select files and cache downloads

VFS and limits