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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: 27 days ago
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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
- 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: 2023-09-14T23:20:13.000Z (10 months ago)
- Last Synced: 2024-05-09T09:04:21.996Z (about 2 months ago)
- Topics: machine-learning, mlops, neural-network, python, special-interest-group, tensorflow, tfx
- Language: Jupyter Notebook
- Homepage:
- Size: 66.7 MB
- Stars: 123
- Watchers: 99
- Forks: 62
- Open Issues: 49
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Codeowners: CODEOWNERS
Lists
- awesome-stars - 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 (Jupyter Notebook)
README
# TFX Addons
[](https://github.com/tensorflow/tfx-addons/actions/workflows/ci.yml)
[](https://github.com/tensorflow/tfx-addons/actions/workflows/ci_examples.yml)
[](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)