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TensorFlow Transform 1.11.0

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@venkat2469 venkat2469 released this 15 Nov 18:47
98b35bb

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.

  • Introduced tft.experimental.document_frequency and tft.experimental.idf
    which map each term to its document frequency and inverse document frequency
    in the same order as the terms in documents.

  • schema_utils.schema_as_feature_spec now supports struct features as a way
    to describe tf.SequenceExample data.

  • TensorRepresentations in schema used for
    schema_utils.schema_as_feature_spec can now share name with their source
    features.

  • Introduced tft_beam.EncodeTransformedDataset which can be used to easily
    encode transformed data in preparation for materialization.

Bug Fixes and Other Changes

  • Depends on tensorflow>=1.15.5,<2 or tensorflow>=2.10,<2.11
  • Depends on apache-beam[gcp]>=2.41,<3.

Breaking Changes

  • N/A

Deprecations

  • N/A