TensorFlow Model Analysis 0.42.0
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
ortensorflow>=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