https://github.com/HazyResearch/fonduer

A knowledge base construction engine for richly formatted data
https://github.com/HazyResearch/fonduer

knowledge-base-construction machine-learning multimodality

Last synced: 3 months ago
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A knowledge base construction engine for richly formatted data

• Host: GitHub
• URL: https://github.com/HazyResearch/fonduer
• Owner: HazyResearch
• License: mit
• Created: 2018-02-02T22:03:13.000Z (almost 7 years ago)
• Default Branch: master
• Last Pushed: 2021-06-23T01:24:52.000Z (over 3 years ago)
• Last Synced: 2024-07-12T15:53:11.590Z (4 months ago)
• Topics: knowledge-base-construction, machine-learning, multimodality
• Language: Python
• Homepage: https://fonduer.readthedocs.io/
• Size: 11.5 MB
• Stars: 404
• Watchers: 27
• Forks: 77
• Open Issues: 16
• Metadata Files:
  • Readme: README.rst
  • Changelog: CHANGELOG.rst
  • License: LICENSE

Awesome Lists containing this project

README

        
|Fonduer|

=========

|CI-CD| |CodeClimate| |Codecov| |ReadTheDocs| |PyPI| |PyPIVersion| |GitHubStars| |License| |CodeStyle|

Fonduer is a Python package and framework for building knowledge base

construction (KBC) applications from **richly formatted data**.

Note that Fonduer is still *actively under development*, so feedback and

contributions are welcome. Submit bugs in the Issues_ section or feel free to

submit your contributions as a pull request.

Getting Started

---------------

Check out our `Getting Started Guide`_ to get up and running with Fonduer.

Learning how to use Fonduer

~~~~~~~~~~~~~~~~~~~~~~~~~~~

The `Fonduer tutorials`_ cover the Fonduer workflow, showing how to extract

relations from hardware datasheets and scientific literature.

Reference

---------

`Fonduer: Knowledge Base Construction from Richly Formatted

Data `__ (`blog `__)::

    @inproceedings{wu2018fonduer,

      title={Fonduer: Knowledge Base Construction from Richly Formatted Data},

      author={Wu, Sen and Hsiao, Luke and Cheng, Xiao and Hancock, Braden and Rekatsinas, Theodoros and Levis, Philip and R{\'e}, Christopher},

      booktitle={Proceedings of the 2018 International Conference on Management of Data},

      pages={1301--1316},

      year={2018},

      organization={ACM}

    }

Acknowledgements

----------------

Fonduer leverages the work of Emmental_ and Snorkel_.

.. |CodeClimate| image:: https://img.shields.io/codeclimate/maintainability/HazyResearch/fonduer.svg

   :alt: Code Climate

   :target: https://codeclimate.com/github/HazyResearch/fonduer

.. |Fonduer| image:: docs/static/img/fonduer-logo.png

   :target: https://github.com/HazyResearch/fonduer

.. |CI-CD| image:: https://img.shields.io/github/workflow/status/HazyResearch/fonduer/ci.svg

   :target: https://github.com/HazyResearch/fonduer/actions

.. |Codecov| image:: https://img.shields.io/codecov/c/github/HazyResearch/fonduer

   :target: https://codecov.io/gh/HazyResearch/fonduer

.. |ReadTheDocs| image:: https://img.shields.io/readthedocs/fonduer.svg

   :target: https://fonduer.readthedocs.io/

.. |PyPI| image:: https://img.shields.io/pypi/v/fonduer.svg

   :target: https://pypi.org/project/fonduer/

.. |PyPIVersion| image:: https://img.shields.io/pypi/pyversions/fonduer.svg

   :target: https://pypi.org/project/fonduer/

.. |GitHubStars| image:: https://img.shields.io/github/stars/HazyResearch/fonduer.svg

   :target: https://github.com/HazyResearch/fonduer/stargazers

.. |License| image:: https://img.shields.io/github/license/HazyResearch/fonduer.svg

   :target: https://github.com/HazyResearch/fonduer/blob/master/LICENSE

.. |CodeStyle| image:: https://img.shields.io/badge/code%20style-black-000000.svg

   :target: https://github.com/ambv/black

.. _Emmental: https://github.com/senwu/emmental/

.. _Snorkel: https://hazyresearch.github.io/snorkel/

.. _Issues: https://github.com/HazyResearch/fonduer/issues/

.. _Getting Started Guide: https://fonduer.readthedocs.io/en/latest/user/getting_started.html

.. _Fonduer tutorials: https://github.com/hazyresearch/fonduer-tutorials

.. _Mailing List: https://groups.google.com/forum/#!forum/fonduer-dev