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

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  • License: Apache Software License (Apache 2.0)
  • Author: Google LLC
  • Tags tensorflow, tfx
  • Requires: Python >=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4
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Project description

TFX

Python PyPI

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

Please see the TFX User Guide.

Examples

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 tensorflow tensorflow-data-validation tensorflow-model-analysis tensorflow-metadata tensorflow-transform ml-metadata apache-beam[gcp] pyarrow
GitHub master nightly (1.x) 0.14.1 0.14.0 0.14.0 0.14.0 0.14.0 2.14.0 0.14.0
0.14.0 1.14.0 0.14.1 0.14.0 0.14.0 0.14.0 0.14.0 2.14.0 0.14.0
0.13.0 1.13.1 0.13.1 0.13.2 0.13.0 0.13.0 0.13.2 2.12.0 n/a
0.12.0 1.12 0.12.0 0.12.1 0.12.1 0.12.0 0.13.2 2.10.0 n/a

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Avatar for google_opensource from gravatar.com google_opensource Avatar for tfx_oss from gravatar.com tfx_oss Avatar for zhitaoli.google from gravatar.com zhitaoli.google

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  • License: Apache Software License (Apache 2.0)
  • Author: Google LLC
  • Tags tensorflow, tfx
  • Requires: Python >=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4
Classifiers

Release history Release notifications | RSS feed

1.15.1

1.15.0

1.15.0rc0 pre-release

1.14.0

1.14.0rc0 pre-release

1.13.0

1.13.0rc0 pre-release

1.12.0

1.12.0rc0 pre-release

1.11.0

1.11.0rc0 pre-release

1.10.0

1.10.0rc0 pre-release

1.9.1

1.9.0

1.9.0rc0 pre-release

1.8.1

1.8.0

1.8.0rc1 pre-release

1.8.0rc0 pre-release

1.7.2

1.7.1

1.7.0

1.7.0rc0 pre-release

1.6.2

1.6.1

1.6.0

1.6.0rc0 pre-release

1.5.1

1.5.0

1.5.0rc0 pre-release

1.4.1

1.4.0

1.4.0rc0 pre-release

1.3.4

1.3.3

1.3.2

1.3.1

1.3.0

1.3.0rc0 pre-release

1.2.1

1.2.0

1.2.0rc0 pre-release

1.0.0

1.0.0rc2 pre-release

1.0.0rc1 pre-release

1.0.0rc0 pre-release

0.30.2

0.30.1

0.30.0

0.30.0rc0 pre-release

0.29.0

0.29.0rc0 pre-release

0.28.0

0.28.0rc0 pre-release

0.27.0

0.27.0rc0 pre-release

0.26.4

0.26.3

0.26.1

0.26.0

0.26.0rc0 pre-release

0.25.0

0.25.0rc2 pre-release

0.25.0rc1 pre-release

0.25.0rc0 pre-release

0.24.1

0.24.0

0.24.0rc1 pre-release

0.24.0rc0 pre-release

0.23.1

0.23.0

0.23.0rc0 pre-release

0.22.2

0.22.1

0.22.1rc1 pre-release

0.22.0

0.22.0rc0 pre-release

0.21.5

0.21.4

0.21.3

0.21.2

0.21.1

0.21.0

0.21.0rc0 pre-release

0.15.0

0.15.0rc0 pre-release

0.14.0

This version

0.14.0rc1 pre-release

0.13.0

0.13.0rc2 pre-release

0.13.0rc1 pre-release

0.13.0rc0 pre-release

0.12.0

0.12.0rc3 pre-release

0.12.0rc2 pre-release

0.12.0rc1 pre-release

0.12.0rc0 pre-release

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