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TensorFlow Data Validation 1.13.0

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@rtg0795 rtg0795 released this 14 Apr 17:05
6ee9bc9

Major Features and Improvements

  • Introduces a Schema option HistogramSelection to allow numeric drift/skew
    calculations to use QUANTILES histograms, which are more robust to outliers.

Bug Fixes and Other Changes

  • Rename statistics_io_impl and default_record_sink (not part of public API).
  • Update the minimum Bazel version required to build TFDV to 5.3.0.
  • Depends on numpy~=1.22.0.
  • Depends on pyfarmhash>=0.2.2,<0.4.
  • Depends on tensorflow>=2.12.0,<2.13.
  • Depends on protobuf>=3.20.3,<5.
  • Depends on tfx-bsl>=1.13.0,<1.14.0.
  • Depends on tensorflow-metadata>=1.13.1,<1.14.0.

Known Issues

  • N/A

Breaking Changes

  • Jensen-Shannon divergence now treats NaN values as always contributing to
    higher drift score.

Deprecations

  • Deprecated python 3.7 support.