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TensorFlow Model Analysis 0.42.0

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@venkat2469 venkat2469 released this 16 Nov 23:31
6414098

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.
  • Add BooleanFlipRate metric for comparing thresholded predictions between
    multiple models.
  • Add CounterfactualPredictionsExtractor for computing predictions on modified
    inputs.

Bug fixes and other Changes

  • Add support for parsing the Predict API prediction log output to the
    experimental TFX-BSL PredictionsExtractor implementation.

  • Add support for parsing the Classification API prediction log output to the
    experimental TFX-BSL PredictionsExtractor implementation.

  • Update remaining predictions_extractor_test.py tests to cover
    PredictionsExtractorOSS. Fixes a pytype bug related to multi tensor output.

  • Depends on tensorflow>=1.15.5,<2 or tensorflow>=2.10,<3

  • Apply changes in the latest Chrome browser

  • Add InferneceInterface to experimental PredictionsExtractor implementation.

  • Stop returning empty example_ids metric from binary_confusion_matrices
    derived computations when example_id_key is not set but use_histrogam is
    true.

  • Add transformed features lookup for NDCG metrics query key and gain key.

  • Deprecate BoundedValue and TDistribution in ConfusionMatrixAtThresholds.

  • Fix a bug that dataframe auto_pivot fails if there is only Overall slice.

  • Use SavedModel PB to determine default signature instead of loading the
    model.

  • Reduce clutter in the multi-index columns and index in the experimental
    dataframe auto_pivot util.

Breaking Changes

  • N/A

Deprecations

  • N/A

Version 0.41.1

Major Features and Improvements

  • N/A

Bug fixes and other Changes

  • Move the version to top of init.py since the original "from
    tensorflow_model_analysis.sdk import *" will not import private symbol.

Breaking Changes

  • N/A

Deprecations

  • N/A