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https://github.com/tensorflow/tfx-addons

Developers helping developers. TFX-Addons is a collection of community projects to build new components, examples, libraries, and tools for TFX. The projects are organized under the auspices of the special interest group, SIG TFX-Addons. Join the group at http://goo.gle/tfx-addons-group
https://github.com/tensorflow/tfx-addons

machine-learning mlops neural-network python special-interest-group tensorflow tfx

Last synced: about 1 month ago
JSON representation

Host: GitHub
URL: https://github.com/tensorflow/tfx-addons
Owner: tensorflow
License: apache-2.0
Created: 2021-03-16T17:34:23.000Z (over 3 years ago)
Default Branch: main
Last Pushed: 2024-06-18T00:09:01.000Z (5 months ago)
Last Synced: 2024-09-30T16:41:59.612Z (about 1 month ago)
Topics: machine-learning, mlops, neural-network, python, special-interest-group, tensorflow, tfx
Language: Jupyter Notebook
Homepage:
Size: 66.7 MB
Stars: 125
Watchers: 98
Forks: 62
Open Issues: 50
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Codeowners: CODEOWNERS

Awesome Lists containing this project

README

        # TFX Addons

[![TFX Addons package CI](https://github.com/tensorflow/tfx-addons/actions/workflows/ci.yml/badge.svg)](https://github.com/tensorflow/tfx-addons/actions/workflows/ci.yml)

[![TFX Addons CI for examples](https://github.com/tensorflow/tfx-addons/actions/workflows/ci_examples.yml/badge.svg)](https://github.com/tensorflow/tfx-addons/actions/workflows/ci_examples.yml)

[![PyPI](https://badge.fury.io/py/tfx-addons.svg)](https://badge.fury.io/py/tfx-addons)

SIG TFX-Addons is a community-led open source project. As such, the project depends on public contributions, bug fixes, and documentation. This project adheres to the [TensorFlow Code of Conduct](https://github.com/tensorflow/tensorflow/blob/master/CODE_OF_CONDUCT.md). By participating, you are expected to uphold this code.

## Maintainership

The maintainers of TensorFlow Addons can be found in the [CODEOWNERS](https://github.com/tensorflow/tfx-addons/blob/main/CODEOWNERS) file of the repo. If you would

like to maintain something, please feel free to submit a PR. We encourage multiple 

owners for all submodules.

## Installation

TFX Addons is available on PyPI for all OS. To install the latest version, 

run the following:

```

pip install tfx-addons

```

To ensure you have a compatible version of dependencies for any given project, 

you can specify the project name  as an extra requirement during install:

```

pip install tfx-addons[feast_examplegen,schema_curation]

``` 

To use TFX Addons:

```python

from tfx import v1 as tfx

import tfx_addons as tfxa

# Then you can easily load projects tfxa.{project_name}. Ex:

tfxa.feast_examplegen.FeastExampleGen(...)

```

## TFX Addons projects

* [tfxa.feast_examplegen](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feast_examplegen) 

* [tfxa.feature_selection](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feature_selection)

* [tfxa.firebase_publisher](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/firebase_publisher)

* [tfxa.huggingface_pusher](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/huggingface_pusher)

* [tfxa.message_exit_handler](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/message_exit_handler) 

* [tfxa.mlmd_client](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/mlmd_client) 

* [tfxa.model_card_generator](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/model_card_generator)

* [tfxa.pandas_transform](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/pandas_transform) 

* [tfxa.predictions_to_bigquery](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/predictions_to_bigquery) 

* [tfxa.sampling](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/sampling)

* [tfxa.schema_curation](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/schema_curation) 

* [tfxa.xgboost_evaluator](https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/xgboost_evaluator)

 

Check out [proposals](https://github.com/tensorflow/tfx-addons/tree/main/proposals) for a list of existing or upcoming projects proposals for TFX Addons.

## Tutorials and examples

See [`examples/`](examples/)

for end-to-end examples of various addons.

## Contributing

TFX Addons is a community-led project. Please have a look at our contributing and development guides if you want to contribute to the project: [CONTRIBUTING.md](https://github.com/tensorflow/tfx-addons/blob/main/CONTRIBUTING.md)

### Meeting cadence:

We meet bi-weekly on Wednesday. Check out our [Meeting notes](https://docs.google.com/document/d/1T0uZPoZhwNStuKkeCNsfE-kfc-PINISKIitYxkTK3Gw/edit?resourcekey=0-N9vT9Tn171wYplyYn4IPjQ) and join [[email protected]](https://groups.google.com/a/tensorflow.org/g/sig-tfx-addons) to get invited to the meeting.

## Package releases

Check out [RELEASE.md](https://github.com/tensorflow/tfx-addons/blob/main/RELEASE.md) to learn how TFX Addons is released.

## Resources

- [[email protected]](https://groups.google.com/a/tensorflow.org/g/sig-tfx-addons) – Join our Google group

- [[email protected]](https://groups.google.com/a/tensorflow.org/g/tfx) – General TFX mailing list

- [TFX Addons Slack](https://tfxaddons.slack.com) -  join [here](https://join.slack.com/t/tfxaddons/shared_invite/zt-tu1981lj-npIhRSHF8gl9G0ldUovbcw)

- [SIG Repository](http://github.com/tensorflow/tfx-addons) (this repo)

- [SIG Charter](https://github.com/tensorflow/community/blob/master/sigs/tfx-addons/CHARTER.md)