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@tfx-copybara
tfx-copybara Merge pull request #6134 from jorgeorpinel:base_component_launcher
2df5e83 Aug 31, 2023
Merge pull request #6134 from jorgeorpinel:base_component_launcher 
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.github
Merge pull request #5891 from shmishra99:master
July 10, 2023 04:18
build
Add initial DistributionValidation TFX OSS component.
September 15, 2022 20:00
docs
Merge pull request #6134 from jorgeorpinel:base_component_launcher
August 30, 2023 22:43
package_build
PY2 cleanup on the remaining tfx codebase.
September 1, 2021 00:36
tfx
Fix GC to still write artifacts as DELETED in MLMD if unable to cleanup
August 29, 2023 15:48
.dockerignore
add grpc to gitignore
November 1, 2021 13:15
.gitignore
add grpc to gitignore
November 1, 2021 13:15
CODE_OF_CONDUCT.md
Internal changes.
April 22, 2020 15:01
CONTRIBUTING.md
Adds a link to Google Python style guide.
August 17, 2022 19:02
LICENSE
Init tfx repo.
February 4, 2019 13:27
MANIFEST.in
Add py.typed marker file for type information export(PEP-561).
July 8, 2021 20:07
README.md
TFX 1.14.0 Release
August 22, 2023 16:48
README.ml-pipelines-sdk.md
Add logic for building "ml-pipelines-sdk" pipeline SDK package with m…
December 4, 2020 13:39
RELEASE.md
Supported TypedDict output annotation.
August 27, 2023 20:15
RFCs.md
Adding Struct2Tensor RFC to TFX RFC list
June 23, 2021 14:04
ROADMAP.md
Updated the Roadmap.md
March 27, 2022 18:32
WORKSPACE
TFX 1.14.0 Release
August 22, 2023 16:48
conftest.py
PY2 cleanup on the remaining tfx codebase.
September 1, 2021 00:36
package_config.py
PY2 cleanup on the remaining tfx codebase.
September 1, 2021 00:36
pylintrc
Use word denylist in comments.
July 2, 2020 21:53
requirements.txt
Move requirements to requirements.txt
February 28, 2019 18:38
setup.cfg
Update setup.cfg to exclude custom_components directory in pytest.
September 8, 2019 22:01
setup.py
Support python 3.10 in TFX.
July 18, 2023 18:59
test_constraints.txt
TFX OSS depends on tensorflowjs>=4.5,<5
August 1, 2023 19:16
TFX Documentation User Documentation Development References Roadmap Release Details Requests For Comment Examples Compatible versions Resources

README.md

TFX

Python PyPI TensorFlow

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

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 2.47.0 1.14.0 10.0.0 nightly (2.x) 1.14.0 1.14.0 0.45.0 2.9.0 1.14.0 1.14.0
1.14.0 2.47.0 1.14.0 10.0.0 2.13 1.14.0 1.14.0 0.45.0 2.9.0 1.14.0 1.14.0
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

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TFX is an end-to-end platform for deploying production ML pipelines

tensorflow.org/tfx

Topics

machine-learning tensorflow apache-beam

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