pypi huggingface-hub 0.4.0
v0.4.0: Tag listing, Namespace Objects, Model Filter

latest releases: 0.21.3, 0.21.2, 0.21.1...
2 years ago

Tag listing

This PR introduces the ability to fetch all available tags for models or datasets and returns them as a nested namespace object, for example:

>>> from huggingface_hub import HfApi

>>> api = HfApi() 
>>> tags = api.get_model_tags()
>>> print(tags)
Available Attributes:
 * benchmark
 * language_creators
 * languages
 * licenses
 * multilinguality
 * size_categories
 * task_categories
 * task_ids

>>> print(tags.benchmark)
Available Attributes:
 * raft
 * superb
 * test

Namespace objects

With a goal of adding more tab-completion to the library, this PR introduces two objects:

  • DatasetSearchArguments
  • ModelSearchArguments

These two AttributeDictionary objects contain all the valid information we can extract from a model as tab-complete parameters. We also include the author_or_organization and dataset (or model) _name as well through careful string splitting.

Model Filter

This PR introduces a new way to search the hub: the ModelFilter class.

It is a simple Enum at first to the user, allowing them to specify what they want to search for, such as:

f = ModelFilter(author="microsoft", model_name="wavlm-base-sd", framework="pytorch")

From there, they can pass in this filter to the new list_models_by_filter function in HfApi to search through it:

models = api.list_modes(filter=f)

The API may then be used for complex queries:

args = ModelSearchArguments()
f = ModelFilter(framework=[args.library.pytorch, args.library.TensorFlow], model_name="bert", tasks=[args.pipeline_tag.Summarization, args.pipeline_tag.TokenClassification])

api.list_models_from_filter(f)

Ignoring filenames in snapshot_download

This PR introduces a way to limit the files that will be fetched by the snapshot_download. This is useful when you want to download and cache an entire repository without using git, and that you want to skip files according to their filenames.

What's Changed

New Contributors

Full Changelog: v0.2.1...v0.4.0

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