Huge News!Announcing our $40M Series B led by Abstract Ventures.Learn More
Socket
Sign inDemoInstall
Socket

ml-pipelines-sdk

Package Overview
Dependencies
Maintainers
4
Alerts
File Explorer

Advanced tools

Socket logo

Install Socket

Detect and block malicious and high-risk dependencies

Install

ml-pipelines-sdk

A dependency-light distribution of the core pipeline authoring functionality of TensorFlow Extended (TFX).

  • 1.16.0
  • PyPI
  • Socket score

Maintainers
4

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.

tfxPythonapache-beam[gcp]ml-metadatapyarrowtensorflowtensorflow-data-validationtensorflow-metadatatensorflow-model-analysistensorflow-serving-apitensorflow-transformtfx-bsl
GitHub master>=3.9,<3.112.59.01.16.010.0.1nightly (2.x)1.16.11.16.10.47.02.16.11.16.01.16.1
1.16.0>=3.9,<3.112.59.01.16.010.0.12.161.16.11.16.10.47.02.16.11.16.01.16.1
1.15.0>=3.9,<3.112.47.01.15.010.0.02.151.15.11.15.00.46.02.15.11.15.01.15.1
1.14.0>=3.8,<3.112.47.01.14.010.0.02.131.14.01.14.00.45.02.9.01.14.01.14.0
1.13.0>=3.8,<3.102.40.01.13.16.0.02.121.13.01.13.10.44.02.9.01.13.01.13.0
1.12.0>=3.7,<3.102.40.01.12.06.0.02.111.12.01.12.00.43.02.9.01.12.01.12.0
1.11.0>=3.7,<3.102.40.01.11.06.0.01.15.5 / 2.10.01.11.01.11.00.42.02.9.01.11.01.11.0
1.10.0>=3.7,<3.102.40.01.10.06.0.01.15.5 / 2.9.01.10.01.10.00.41.02.9.01.10.01.10.0
1.9.0>=3.7,<3.102.38.01.9.05.0.01.15.5 / 2.9.01.9.01.9.00.40.02.9.01.9.01.9.0
1.8.0>=3.7,<3.102.38.01.8.05.0.01.15.5 / 2.8.01.8.01.8.00.39.02.8.01.8.01.8.0
1.7.0>=3.7,<3.92.36.01.7.05.0.01.15.5 / 2.8.01.7.01.7.00.38.02.8.01.7.01.7.0
1.6.2>=3.7,<3.92.35.01.6.05.0.01.15.5 / 2.8.01.6.01.6.00.37.02.7.01.6.01.6.0
1.6.0>=3.7,<3.92.35.01.6.05.0.01.15.5 / 2.7.01.6.01.6.00.37.02.7.01.6.01.6.0
1.5.0>=3.7,<3.92.34.01.5.05.0.01.15.2 / 2.7.01.5.01.5.00.36.02.7.01.5.01.5.0
1.4.0>=3.7,<3.92.33.01.4.05.0.01.15.0 / 2.6.01.4.01.4.00.35.02.6.01.4.01.4.0
1.3.4>=3.6,<3.92.32.01.3.02.0.01.15.0 / 2.6.01.3.01.2.00.34.12.6.01.3.01.3.0
1.3.3>=3.6,<3.92.32.01.3.02.0.01.15.0 / 2.6.01.3.01.2.00.34.12.6.01.3.01.3.0
1.3.2>=3.6,<3.92.32.01.3.02.0.01.15.0 / 2.6.01.3.01.2.00.34.12.6.01.3.01.3.0
1.3.1>=3.6,<3.92.32.01.3.02.0.01.15.0 / 2.6.01.3.01.2.00.34.12.6.01.3.01.3.0
1.3.0>=3.6,<3.92.32.01.3.02.0.01.15.0 / 2.6.01.3.01.2.00.34.12.6.01.3.01.3.0
1.2.1>=3.6,<3.92.31.01.2.02.0.01.15.0 / 2.5.01.2.01.2.00.33.02.5.11.2.01.2.0
1.2.0>=3.6,<3.92.31.01.2.02.0.01.15.0 / 2.5.01.2.01.2.00.33.02.5.11.2.01.2.0
1.0.0>=3.6,<3.92.29.01.0.02.0.01.15.0 / 2.5.01.0.01.0.00.31.02.5.11.0.01.0.0
0.30.0>=3.6,<3.92.28.00.30.02.0.01.15.0 / 2.4.00.30.00.30.00.30.02.4.00.30.00.30.0
0.29.0>=3.6,<3.92.28.00.29.02.0.01.15.0 / 2.4.00.29.00.29.00.29.02.4.00.29.00.29.0
0.28.0>=3.6,<3.92.28.00.28.02.0.01.15.0 / 2.4.00.28.00.28.00.28.02.4.00.28.00.28.1
0.27.0>=3.6,<3.92.27.00.27.02.0.01.15.0 / 2.4.00.27.00.27.00.27.02.4.00.27.00.27.0
0.26.4>=3.6,<3.92.28.00.26.00.17.01.15.0 / 2.3.00.26.10.26.00.26.02.3.00.26.00.26.0
0.26.3>=3.6,<3.92.25.00.26.00.17.01.15.0 / 2.3.00.26.00.26.00.26.02.3.00.26.00.26.0
0.26.1>=3.6,<3.92.25.00.26.00.17.01.15.0 / 2.3.00.26.00.26.00.26.02.3.00.26.00.26.0
0.26.0>=3.6,<3.92.25.00.26.00.17.01.15.0 / 2.3.00.26.00.26.00.26.02.3.00.26.00.26.0
0.25.0>=3.6,<3.92.25.00.24.00.17.01.15.0 / 2.3.00.25.00.25.00.25.02.3.00.25.00.25.0
0.24.1>=3.6,<3.92.24.00.24.00.17.01.15.0 / 2.3.00.24.10.24.00.24.32.3.00.24.10.24.1
0.24.0>=3.6,<3.92.24.00.24.00.17.01.15.0 / 2.3.00.24.10.24.00.24.32.3.00.24.10.24.1
0.23.1>=3.5,<42.24.00.23.00.17.01.15.0 / 2.3.00.23.10.23.00.23.02.3.00.23.00.23.0
0.23.0>=3.5,<42.23.00.23.00.17.01.15.0 / 2.3.00.23.00.23.00.23.02.3.00.23.00.23.0
0.22.2>=3.5,<42.21.00.22.10.16.01.15.0 / 2.2.00.22.20.22.20.22.22.2.00.22.00.22.1
0.22.1>=3.5,<42.21.00.22.10.16.01.15.0 / 2.2.00.22.20.22.20.22.22.2.00.22.00.22.1
0.22.0>=3.5,<42.21.00.22.00.16.01.15.0 / 2.2.00.22.00.22.00.22.12.2.00.22.00.22.0
0.21.5>=2.7,<3 or >=3.5,<42.17.00.21.20.15.01.15.0 / 2.1.00.21.50.21.10.21.52.1.00.21.20.21.4
0.21.4>=2.7,<3 or >=3.5,<42.17.00.21.20.15.01.15.0 / 2.1.00.21.50.21.10.21.52.1.00.21.20.21.4
0.21.3>=2.7,<3 or >=3.5,<42.17.00.21.20.15.01.15.0 / 2.1.00.21.50.21.10.21.52.1.00.21.20.21.4
0.21.2>=2.7,<3 or >=3.5,<42.17.00.21.20.15.01.15.0 / 2.1.00.21.50.21.10.21.52.1.00.21.20.21.4
0.21.1>=2.7,<3 or >=3.5,<42.17.00.21.20.15.01.15.0 / 2.1.00.21.40.21.10.21.42.1.00.21.20.21.3
0.21.0>=2.7,<3 or >=3.5,<42.17.00.21.00.15.01.15.0 / 2.1.00.21.00.21.00.21.12.1.00.21.00.21.0
0.15.0>=2.7,<3 or >=3.5,<42.16.00.15.00.15.01.15.00.15.00.15.00.15.21.15.00.15.00.15.1
0.14.0>=2.7,<3 or >=3.5,<42.14.00.14.00.14.01.14.00.14.10.14.00.14.01.14.00.14.0n/a
0.13.0>=2.7,<3 or >=3.5,<42.12.00.13.2n/a1.13.10.13.10.13.00.13.21.13.00.13.0n/a
0.12.0>=2.7,<32.10.00.13.2n/a1.12.00.12.00.12.10.12.11.12.00.12.0n/a

Resources

Keywords

FAQs


Did you know?

Socket

Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.

Install

Related posts

SocketSocket SOC 2 Logo

Product

  • Package Alerts
  • Integrations
  • Docs
  • Pricing
  • FAQ
  • Roadmap
  • Changelog

Packages

npm

Stay in touch

Get open source security insights delivered straight into your inbox.


  • Terms
  • Privacy
  • Security

Made with ⚡️ by Socket Inc