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TensorFlow Data Validation 1.2.0

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@jay90099 jay90099 released this 28 Jul 23:14
43e4e2b

Major Features and Improvements

  • Added statistics/generators/mutual_information.py. It estimates AMI using a
    knn estimation. It differs from sklearn_mutual_information.py in that this
    supports multivalent features/labels (by encoding) and multivariate
    features/labels. The plan is to deprecate sklearn_mutual_information.py in
    the future.
  • Fixed NonStreamingCustomStatsGenerator to respect max_batches_per_partition.

Bug Fixes and Other Changes

  • Depends on 'scikit-learn>=0.23,<0.24' ("mutual-information" extra only)
  • Depends on 'scipy>=1.5,<2' ("mutual-information" extra only)
  • Depends on apache-beam[gcp]>=2.31,<3.
  • Depends on tensorflow-metadata>=1.2,<1.3.
  • Depends on tfx-bsl>=1.2,<1.3.

Known Issues

  • N/A

Breaking Changes

  • N/A

Deprecations

  • N/A