TensorFlow Extended (TFX) is a TensorFlow-based general-purpose machine learning platform implemented at Google.

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Project description

TFX

TensorFlow Extended (TFX) is a Google-production-scale machine learning platform based on TensorFlow. It provides a configuration framework to express ML pipelines consisting of TFX components. TFX pipelines can be orchestrated using Apache Airflow and Kubeflow Pipelines. Both the components themselves as well as the integrations with orchestration systems can be extended.

TFX components interact with a ML Metadata backend that keeps a record of component runs, input and output artifacts, and runtime configuration. This metadata backend enables advanced functionality like experiment tracking or warmstarting/resuming ML models from previous runs.

TFX Components

Documentation

User Documentation

Please see the TFX User Guide.

Development References

Roadmap

The TFX Roadmap, which is updated quarterly.

Release Details

For detailed previous and upcoming changes, please check here

Requests For Comment

TFX is an open-source project and we strongly encourage active participation by the ML community in helping to shape TFX to meet or exceed their needs. An important component of that effort is the RFC process. Please see the listing of current and past TFX RFCs. Please see the TensorFlow Request for Comments (TF-RFC) process page for information on how community members can contribute.

Examples

Chicago Taxi Example

Compatible versions

The following table describes how the tfx package versions are compatible with its major dependency PyPI packages. This is determined by our testing framework, but other untested combinations may also work.

tfx	apache-beam[gcp]	ml-metadata	pyarrow	tensorflow	tensorflow-data-validation	tensorflow-metadata	tensorflow-model-analysis	tensorflow-serving-api	tensorflow-transform	tfx-bsl
GitHub master	2.40.0	1.13.1	6.0.0	nightly (2.x)	1.13.0	1.13.1	0.44.0	2.9.0	1.13.0	1.13.0
1.13.0	2.40.0	1.13.1	6.0.0	2.12	1.13.0	1.13.1	0.44.0	2.9.0	1.13.0	1.13.0
1.12.0	2.40.0	1.12.0	6.0.0	2.11	1.12.0	1.12.0	0.43.0	2.9.0	1.12.0	1.12.0
1.11.0	2.40.0	1.11.0	6.0.0	1.15.5 / 2.10.0	1.11.0	1.11.0	0.42.0	2.9.0	1.11.0	1.11.0
1.10.0	2.40.0	1.10.0	6.0.0	1.15.5 / 2.9.0	1.10.0	1.10.0	0.41.0	2.9.0	1.10.0	1.10.0
1.9.0	2.38.0	1.9.0	5.0.0	1.15.5 / 2.9.0	1.9.0	1.9.0	0.40.0	2.9.0	1.9.0	1.9.0
1.8.0	2.38.0	1.8.0	5.0.0	1.15.5 / 2.8.0	1.8.0	1.8.0	0.39.0	2.8.0	1.8.0	1.8.0
1.7.0	2.36.0	1.7.0	5.0.0	1.15.5 / 2.8.0	1.7.0	1.7.0	0.38.0	2.8.0	1.7.0	1.7.0
1.6.2	2.35.0	1.6.0	5.0.0	1.15.5 / 2.8.0	1.6.0	1.6.0	0.37.0	2.7.0	1.6.0	1.6.0
1.6.0	2.35.0	1.6.0	5.0.0	1.15.5 / 2.7.0	1.6.0	1.6.0	0.37.0	2.7.0	1.6.0	1.6.0
1.5.0	2.34.0	1.5.0	5.0.0	1.15.2 / 2.7.0	1.5.0	1.5.0	0.36.0	2.7.0	1.5.0	1.5.0
1.4.0	2.33.0	1.4.0	5.0.0	1.15.0 / 2.6.0	1.4.0	1.4.0	0.35.0	2.6.0	1.4.0	1.4.0
1.3.4	2.32.0	1.3.0	2.0.0	1.15.0 / 2.6.0	1.3.0	1.2.0	0.34.1	2.6.0	1.3.0	1.3.0
1.3.3	2.32.0	1.3.0	2.0.0	1.15.0 / 2.6.0	1.3.0	1.2.0	0.34.1	2.6.0	1.3.0	1.3.0
1.3.2	2.32.0	1.3.0	2.0.0	1.15.0 / 2.6.0	1.3.0	1.2.0	0.34.1	2.6.0	1.3.0	1.3.0
1.3.1	2.32.0	1.3.0	2.0.0	1.15.0 / 2.6.0	1.3.0	1.2.0	0.34.1	2.6.0	1.3.0	1.3.0
1.3.0	2.32.0	1.3.0	2.0.0	1.15.0 / 2.6.0	1.3.0	1.2.0	0.34.1	2.6.0	1.3.0	1.3.0
1.2.1	2.31.0	1.2.0	2.0.0	1.15.0 / 2.5.0	1.2.0	1.2.0	0.33.0	2.5.1	1.2.0	1.2.0
1.2.0	2.31.0	1.2.0	2.0.0	1.15.0 / 2.5.0	1.2.0	1.2.0	0.33.0	2.5.1	1.2.0	1.2.0
1.0.0	2.29.0	1.0.0	2.0.0	1.15.0 / 2.5.0	1.0.0	1.0.0	0.31.0	2.5.1	1.0.0	1.0.0
0.30.0	2.28.0	0.30.0	2.0.0	1.15.0 / 2.4.0	0.30.0	0.30.0	0.30.0	2.4.0	0.30.0	0.30.0
0.29.0	2.28.0	0.29.0	2.0.0	1.15.0 / 2.4.0	0.29.0	0.29.0	0.29.0	2.4.0	0.29.0	0.29.0
0.28.0	2.28.0	0.28.0	2.0.0	1.15.0 / 2.4.0	0.28.0	0.28.0	0.28.0	2.4.0	0.28.0	0.28.1
0.27.0	2.27.0	0.27.0	2.0.0	1.15.0 / 2.4.0	0.27.0	0.27.0	0.27.0	2.4.0	0.27.0	0.27.0
0.26.4	2.28.0	0.26.0	0.17.0	1.15.0 / 2.3.0	0.26.1	0.26.0	0.26.0	2.3.0	0.26.0	0.26.0
0.26.3	2.25.0	0.26.0	0.17.0	1.15.0 / 2.3.0	0.26.0	0.26.0	0.26.0	2.3.0	0.26.0	0.26.0
0.26.1	2.25.0	0.26.0	0.17.0	1.15.0 / 2.3.0	0.26.0	0.26.0	0.26.0	2.3.0	0.26.0	0.26.0
0.26.0	2.25.0	0.26.0	0.17.0	1.15.0 / 2.3.0	0.26.0	0.26.0	0.26.0	2.3.0	0.26.0	0.26.0
0.25.0	2.25.0	0.24.0	0.17.0	1.15.0 / 2.3.0	0.25.0	0.25.0	0.25.0	2.3.0	0.25.0	0.25.0
0.24.1	2.24.0	0.24.0	0.17.0	1.15.0 / 2.3.0	0.24.1	0.24.0	0.24.3	2.3.0	0.24.1	0.24.1
0.24.0	2.24.0	0.24.0	0.17.0	1.15.0 / 2.3.0	0.24.1	0.24.0	0.24.3	2.3.0	0.24.1	0.24.1
0.23.1	2.24.0	0.23.0	0.17.0	1.15.0 / 2.3.0	0.23.1	0.23.0	0.23.0	2.3.0	0.23.0	0.23.0
0.23.0	2.23.0	0.23.0	0.17.0	1.15.0 / 2.3.0	0.23.0	0.23.0	0.23.0	2.3.0	0.23.0	0.23.0
0.22.2	2.21.0	0.22.1	0.16.0	1.15.0 / 2.2.0	0.22.2	0.22.2	0.22.2	2.2.0	0.22.0	0.22.1
0.22.1	2.21.0	0.22.1	0.16.0	1.15.0 / 2.2.0	0.22.2	0.22.2	0.22.2	2.2.0	0.22.0	0.22.1
0.22.0	2.21.0	0.22.0	0.16.0	1.15.0 / 2.2.0	0.22.0	0.22.0	0.22.1	2.2.0	0.22.0	0.22.0
0.21.5	2.17.0	0.21.2	0.15.0	1.15.0 / 2.1.0	0.21.5	0.21.1	0.21.5	2.1.0	0.21.2	0.21.4
0.21.4	2.17.0	0.21.2	0.15.0	1.15.0 / 2.1.0	0.21.5	0.21.1	0.21.5	2.1.0	0.21.2	0.21.4
0.21.3	2.17.0	0.21.2	0.15.0	1.15.0 / 2.1.0	0.21.5	0.21.1	0.21.5	2.1.0	0.21.2	0.21.4
0.21.2	2.17.0	0.21.2	0.15.0	1.15.0 / 2.1.0	0.21.5	0.21.1	0.21.5	2.1.0	0.21.2	0.21.4
0.21.1	2.17.0	0.21.2	0.15.0	1.15.0 / 2.1.0	0.21.4	0.21.1	0.21.4	2.1.0	0.21.2	0.21.3
0.21.0	2.17.0	0.21.0	0.15.0	1.15.0 / 2.1.0	0.21.0	0.21.0	0.21.1	2.1.0	0.21.0	0.21.0
0.15.0	2.16.0	0.15.0	0.15.0	1.15.0	0.15.0	0.15.0	0.15.2	1.15.0	0.15.0	0.15.1
0.14.0	2.14.0	0.14.0	0.14.0	1.14.0	0.14.1	0.14.0	0.14.0	1.14.0	0.14.0	n/a
0.13.0	2.12.0	0.13.2	n/a	1.13.1	0.13.1	0.13.0	0.13.2	1.13.0	0.13.0	n/a
0.12.0	2.10.0	0.13.2	n/a	1.12.0	0.12.0	0.12.1	0.12.1	1.12.0	0.12.0	n/a

Resources

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Project links

Release history Release notifications | RSS feed

1.15.1

May 13, 2024

1.15.0

Apr 29, 2024

1.15.0rc0 pre-release

Apr 25, 2024

1.14.0

Sep 6, 2023

1.14.0rc0 pre-release

Aug 30, 2023

This version

1.13.0

May 3, 2023

1.13.0rc0 pre-release

Apr 15, 2023

1.12.0

Dec 19, 2022

1.12.0rc0 pre-release

Dec 14, 2022

1.11.0

Nov 23, 2022

1.11.0rc0 pre-release

Nov 17, 2022

1.10.0

Oct 4, 2022

1.10.0rc0 pre-release

Sep 23, 2022

1.9.1

Aug 2, 2022

1.9.0

Jul 15, 2022

1.9.0rc0 pre-release

Jul 8, 2022

1.8.1

Aug 2, 2022

1.8.0

May 26, 2022

1.8.0rc1 pre-release

May 20, 2022

1.8.0rc0 pre-release

May 17, 2022

1.7.2

May 23, 2022

1.7.1

Apr 4, 2022

1.7.0

Mar 17, 2022

1.7.0rc0 pre-release

Mar 10, 2022

1.6.2

Apr 11, 2022

1.6.1

Feb 8, 2022

1.6.0

Feb 1, 2022

1.6.0rc0 pre-release

Jan 25, 2022

1.5.1

May 10, 2022

1.5.0

Dec 14, 2021

1.5.0rc0 pre-release

Dec 6, 2021

1.4.1

Jan 21, 2022

1.4.0

Nov 17, 2021

1.4.0rc0 pre-release

Nov 10, 2021

1.3.4

Dec 7, 2021

1.3.3

Nov 9, 2021

1.3.2

Nov 1, 2021

1.3.1

Oct 21, 2021

1.3.0

Oct 6, 2021

1.3.0rc0 pre-release

Sep 27, 2021

1.2.1

Nov 3, 2021

1.2.0

Aug 17, 2021

1.2.0rc0 pre-release

Aug 11, 2021

1.0.0

Jul 22, 2021

1.0.0rc2 pre-release

Jul 16, 2021

1.0.0rc1 pre-release

May 26, 2021

1.0.0rc0 pre-release

May 19, 2021

0.30.2

Jul 9, 2021

0.30.1

Jun 25, 2021

0.30.0

May 17, 2021

0.30.0rc0 pre-release

May 7, 2021

0.29.0

Apr 8, 2021

0.29.0rc0 pre-release

Apr 1, 2021

0.28.0

Mar 9, 2021

0.28.0rc0 pre-release

Mar 2, 2021

0.27.0

Feb 9, 2021

0.27.0rc0 pre-release

Feb 3, 2021

0.26.4

May 11, 2021

0.26.3

Mar 24, 2021

0.26.1

Jan 29, 2021

0.26.0

Jan 6, 2021

0.26.0rc0 pre-release

Dec 21, 2020

0.25.0

Nov 19, 2020

0.25.0rc2 pre-release

Nov 16, 2020

0.25.0rc1 pre-release

Nov 13, 2020

0.25.0rc0 pre-release

Nov 6, 2020

0.24.1

Oct 14, 2020

0.24.0

Sep 29, 2020

0.24.0rc1 pre-release

Sep 23, 2020

0.24.0rc0 pre-release

Sep 16, 2020

0.23.1

Sep 24, 2020

0.23.0

Sep 2, 2020

0.23.0rc0 pre-release

Aug 19, 2020

0.22.2

Oct 13, 2020

0.22.1

Jul 21, 2020

0.22.1rc1 pre-release

Jul 14, 2020

0.22.0

Jun 12, 2020

0.22.0rc0 pre-release

Jun 3, 2020

0.21.5

Oct 13, 2020

0.21.4

Apr 16, 2020

0.21.3

Apr 11, 2020

0.21.2

Mar 10, 2020

0.21.1

Mar 5, 2020

0.21.0

Feb 13, 2020

0.21.0rc0 pre-release

Jan 30, 2020

0.15.0

Nov 12, 2019

0.15.0rc0 pre-release

Oct 24, 2019

0.14.0

Sep 12, 2019

0.14.0rc1 pre-release

Aug 30, 2019

0.13.0

May 15, 2019

0.13.0rc2 pre-release

May 7, 2019

0.13.0rc1 pre-release

Apr 26, 2019

0.13.0rc0 pre-release

Apr 26, 2019

0.12.0

Mar 6, 2019

0.12.0rc3 pre-release

Mar 5, 2019

0.12.0rc2 pre-release

Mar 4, 2019

0.12.0rc1 pre-release

Mar 4, 2019

0.12.0rc0 pre-release

Mar 2, 2019

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