├── .coveragerc ├── .docstr.yaml ├── .github ├── dependabot.yml └── workflows │ ├── examples.yml │ ├── lint.yml │ └── unit_tests.yml ├── .gitignore ├── CITATION.cff ├── LICENSE ├── README.md ├── docs ├── Makefile ├── complete_api.rst ├── conf.py ├── docs_requirements.txt ├── examples.md ├── index.rst ├── installation.rst ├── make.bat ├── paper.md ├── source │ ├── modules.rst │ ├── uncertainty_wizard.internal_utils.rst │ ├── uncertainty_wizard.models.ensemble_utils.rst │ ├── uncertainty_wizard.models.rst │ ├── uncertainty_wizard.models.stochastic_utils.rst │ ├── uncertainty_wizard.quantifiers.rst │ └── uncertainty_wizard.rst ├── user_guide_models.rst ├── user_guide_quantifiers.rst └── uwiz_logo.PNG ├── examples ├── LoadStochasticFromKeras.ipynb ├── MnistEnsemble.ipynb ├── MnistStochasticSequential.ipynb ├── __init.py └── multi_device.py ├── requirements.txt ├── scripts ├── docker_build.sh ├── format.sh ├── gen_dockerf.sh ├── pypi_deploy.sh ├── run_coverage.sh ├── run_docstring_coverage.sh ├── run_examples.sh └── run_unit_tests.sh ├── setup.py ├── test_requirements.txt ├── tests_unit ├── __init.py ├── internals_tests │ ├── __init__.py │ └── test_tf_version_resolver.py ├── keras_assumptions_tests │ ├── __init__.py │ ├── test_dropout_seed.py │ └── test_experimental_calls_exist.py ├── models_tests │ ├── __init__.py │ ├── test_context_manager.py │ ├── test_functional_stochastic.py │ ├── test_lazy_ensemble.py │ ├── test_sequential_stochastic.py │ ├── test_stochastic_layers.py │ └── test_uwiz_model.py └── quantifiers_tests │ ├── __init__.py │ ├── test_mean_softmax.py │ ├── test_mutual_information.py │ ├── test_one_shot_classifiers.py │ ├── test_predictive_entropy.py │ ├── test_quantifiers_registry.py │ ├── test_stddev.py │ └── test_variation_ratio.py ├── uncertainty_wizard ├── __init__.py ├── internal_utils │ ├── __init__.py │ ├── _uwiz_warning.py │ └── tf_version_resolver.py ├── models │ ├── __init__.py │ ├── _load_model.py │ ├── _stochastic │ │ ├── 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