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TFX Basic Shared Libraries 1.10.0

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@venkat2469 venkat2469 released this 26 Aug 17:00
· 130 commits to master since this release

Major Features and Improvements

  • ExamplesToRecordBatchDecoder is now picklable.
  • ParquetTFXIO can now be used as RecordBasedTFXIO.
  • Introduces CreateTfSequenceExampleParserConfig that takes TFMD schema as
    input and produces configs for tf.SequenceExample parsing.
  • TFSequenceExampleRecord can now produce an equivalent tf.data.Dataset.
  • Introduces an api: CreateModelHandler that produces a model handler
    suitable for apache_beam.ml.inference.
  • Quantiles sketch supports GetQuantilesAndCumulativeWeights, which returns
    the sum of weights in each quantiles bin along with boundaries.

Bug Fixes and Other Changes

  • Depends on apache-beam[gcp]>=2.40,<3.
  • Depends on pyarrow>=6,<7.
  • Depends on tensorflow-metadata>=1.10,<1.11.
  • Depends on tensorflow>=1.15.5,<2 or tensorflow>=2.9,<3.

Breaking Changes

  • GenerateQuantiles removed from weighted_quantiles_summary.h and replaced
    with GenerateQuantilesAndCumulativeWeights.

Deprecations

  • N/A