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

Navigation

Verified details

These details have been verified by PyPI
Maintainers
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

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: Apache Software License (Apache 2.0)
  • Author: Google LLC
  • Tags tensorflow, tfx
  • Requires: Python >=3.6, <3.9
Classifiers

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

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-transform tfx-bsl
GitHub master 2.27.0 0.27.0 2.0.0 nightly (1.x/2.x) 0.27.0 0.27.0 0.27.0 0.27.0 0.27.0
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 0.27.0 0.27.0
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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 0.12.0 n/a

Project details

Verified details

These details have been verified by PyPI
Maintainers
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

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: Apache Software License (Apache 2.0)
  • Author: Google LLC
  • Tags tensorflow, tfx
  • Requires: Python >=3.6, <3.9
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

This version

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

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

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distribution

tfx-0.27.0rc0-py3-none-any.whl (2.3 MB view details)

Uploaded Python 3

File details

Details for the file tfx-0.27.0rc0-py3-none-any.whl.

File metadata

  • Download URL: tfx-0.27.0rc0-py3-none-any.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.7.6

File hashes

Hashes for tfx-0.27.0rc0-py3-none-any.whl
Algorithm Hash digest
SHA256 22a05440d2f175fa7ab6f6b631736a9516a2937b2ad23f9185ce69d7b4e69a77
MD5 16e5c905ad13d42b90f72135c46ca5f7
BLAKE2b-256 6acc3081047b291020ca0d9086b592dddb669c74ed23a7065eedf06a35377fc3

See more details on using hashes here.

Provenance

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page