tensorflow/tfx v1.0.0-rc1

TFX 1.0.0-rc1

on GitHub

Major Features and Improvements

• Added tfx.v1 Public APIs, please refer to
  API doc for details.
• Transform component now computes pre-transform and post-transform statistics
  and stores them in new, indvidual outputs ('pre_transform_schema',
  'pre_transform_stats', 'post_transform_schema', 'post_transform_stats',
  'post_transform_anomalies'). This can be disabled by setting
  disable_statistics=True in the Transform component.
• BERT cola and mrpc examples now demonstrate how to calculate statistics for
  NLP features.

Breaking Changes

For Pipeline Authors

• N/A

For Component Authors

• Apache Beam support is migrated from TFX Base Components and Executors to
  dedicated Beam Components and Executors. BaseExecutor will no longer embed
  beam_pipeline_args. Custom executors for Beam powered components should
  now extend BaseBeamExecutor instead of BaseExecutor.

Deprecations

• N/A

Bug Fixes and Other Changes

• TFX CLI now supports
  Vertex Pipelines.
  use it with --engine=vertex flag.
• Forces keyword arguments for AirflowComponent to make it compatible with
  Apache Airflow 2.1.0 and later.
• Removed six dependency.
• Depends on apache-beam[gcp]>=2.29,<3.
• Depends on ml-metadata>=1.0.0,<1.1.0.
• Depends on struct2tensor>=0.31.0,<0.32.0.
• Depends on tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3.
• Depends on tensorflow-data-validation>=1.0.0,<1.1.0.
• Depends on tensorflowjs>=3.6.0,<4.
• Depends on tensorflow-model-analysis>=0.31.0,<0.32.0.
• Depends on tensorflow-serving-api>=1.15,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3.
• Depends on tensorflow-transform>=1.0.0,<1.1.0.
• Depends on tfx-bsl>=1.0.0,<1.1.0.

Documentation Updates

• Update the Guide of TFX to adopt 1.0 API.
• TFT and TFDV component documentation now describes how to
  configure pre-transform and post-transform statistics, which can be used for
  validating text features.