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TFX 1.11.0 Release

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@venkat2469 venkat2469 released this 23 Nov 20:52
fb6977c

Major Features and Improvements

  • This is the last version that supports TensorFlow 1.15.x. TF 1.15.x support
    will be removed in the next version. Please check the
    TF2 migration guide to migrate
    to TF2.

  • Artifact/Channel properties now support the new MLMD PROTO property type.

  • Supports environment variables in the placeholder expression.
    This placeholder can be used to generate beam_pipeline_args
    dynamically.

Breaking Changes

  • N/A

For Pipeline Authors

  • N/A

For Component Authors

  • N/A

Deprecations

  • N/A

Bug Fixes and Other Changes

  • Moved tflite-support related dependencies from [examples] to a separate
    [tflite-support] extra.
  • Moved flax related dependencies from [examples] to a separate [flax]
    extra.
  • Statistics gen and Schema gen now crash on empty input examples and statistics respectively.
  • Importer will now check that an existing artifact has the same type as the intended output before reusing the existing artifact.
  • Importer will now use the most recently created artifact when reusing an existing artifact instead of the one with the highest ID.
  • Proto placeholder now works with proto files that have non-trivial transitive dependencies.
  • Adding tutorials for recommenders and ranking

Dependency Updates

Package Name Version Constraints Previously (in v1.8.0) Comments
tensorflow >=1.15.5,<2 or ~=2.10.0 >=1.15.5,<2 or ~=2.9.0
tflite-support ~=0.4.2 >=0.1.0a1,<0.2.1 Update to a TF-2.10 compatible version.
google-cloud-aiplatform >=1.6.2,<1.18 >=1.6.2,<2 Added to help pip dependency resolution.
ml-metadata ~=1.11.0 ~=1.10.0 Synced release train
struct2tensor ~=0.42.0 ~=0.41.0 Synced release train
tensorflow-data-validation ~=1.11.0 ~=1.10.0 Synced release train
tensorflow-model-analysis ~=0.42.0 ~=0.41.0 Synced release train
tensorflow-transform ~=1.11.0 ~=1.10.0 Synced release train
tfx-bsl ~=1.11.0 ~=1.10.0 Synced release train

Documentation Updates

  • N/A