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Functions1,916 in github.com/automl/auto-sklearn

Methodtest_configurations_sparse
(self)
test/test_pipeline/test_regression.py:103
Methodtest_configurations_sparse
Tests a non-seeded random set of configurations with sparse data Expects ------- * All configurations should fit, predict and
test/test_pipeline/test_classification.py:335
Methodtest_construct_cli_call
(self)
test/test_metalearning/pyMetaLearn/test_optimizer_base.py:39
Functiontest_contextmanager
()
test/test_util/test_stopwatch.py:29
Methodtest_correct_package_versions
(self, getDistributionMock)
test/test_util/test_dependencies.py:50
Functiontest_crash_due_to_memory_exception
Fixtures -------- mock_logger: PickleableClientLogger A mock logger to use make_sklearn_dataset : Callable[..., Tuple[np.nda
test/test_automl/test_dummy_predictions.py:143
Functiontest_custom_stratified_shuffle_split_returns_unique_labels_and_maintains_size
( task, X, y, train_size )
test/test_evaluation/test_custom_splitters.py:39
Methodtest_cutoff_lower_than_remaining_time
(self, pynisher_mock)
test/test_evaluation/test_evaluation.py:149
Methodtest_cv
(self, pipeline_mock)
test/test_evaluation/test_train_evaluator.py:500
Functiontest_cv_loaded_models
Parameters ---------- automl : AutoML The fitted automl object to test Expects ------- * The ensemble should not be
test/test_automl/test_post_fit.py:43
Functiontest_cv_regression
Makes sure that when using a cv strategy, we are able to fit a regressor
test/test_estimators/test_estimators.py:1158
Functiontest_cv_results
(tmp_dir)
test/test_estimators/test_estimators.py:319
Functiontest_cv_results_multi_objective
(tmp_dir)
test/test_estimators/test_estimators.py:386
Methodtest_data_type_consistency
(self)
test/test_pipeline/components/data_preprocessing/test_data_preprocessing_categorical.py:13
Methodtest_data_type_consistency
(self)
test/test_pipeline/components/data_preprocessing/test_data_preprocessing_numerical.py:12
Methodtest_data_type_consistency
(self)
test/test_pipeline/components/data_preprocessing/test_category_shift.py:12
Methodtest_data_type_consistency
(self)
test/test_pipeline/components/data_preprocessing/test_minority_coalescence.py:15
Methodtest_data_type_consistency
(self)
test/test_pipeline/components/data_preprocessing/test_one_hot_encoding.py:26
Functiontest_data_validation_for_classification
(openmlid, as_frame)
test/test_data/test_validation.py:14
Functiontest_data_validation_for_regression
(openmlid, as_frame)
test/test_data/test_validation.py:54
Functiontest_datamanager_stored_contents
Expects ------- * TODO
test/test_automl/test_post_fit.py:84
Functiontest_dataset_ratio
(meta_train_data)
test/test_metalearning/pyMetaLearn/test_meta_features.py:303
Methodtest_datasets
(self)
test/test_evaluation/test_train_evaluator.py:1284
Methodtest_datasets
(self)
test/test_evaluation/test_test_evaluator.py:51
Functiontest_decision_node
(meta_train_data_transformed)
test/test_metalearning/pyMetaLearn/test_meta_features.py:634
Methodtest_default
(self)
test/test_pipeline/implementations/test_MinorityCoalescer.py:44
Methodtest_default_boston
(self)
test/test_pipeline/components/regression/test_base.py:29
Methodtest_default_boston_iterative_fit
(self)
test/test_pipeline/components/regression/test_base.py:65
Methodtest_default_boston_iterative_sparse_fit
(self)
test/test_pipeline/components/regression/test_base.py:104
Methodtest_default_boston_sparse
(self)
test/test_pipeline/components/regression/test_base.py:126
Methodtest_default_configuration
(self)
test/test_pipeline/test_regression.py:286
Methodtest_default_configuration
Test that seeded SimpleClassificaitonPipeline returns good results on iris Expects ------- * The performance of configuration
test/test_pipeline/test_classification.py:185
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_feature_agglomeration.py:15
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_extra_trees_classification.py:15
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_polynomial.py:15
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_extra_trees_regression.py:15
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_pca.py:8
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_select_rates_classification.py:14
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_fast_ica.py:15
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_select_percentile_classification.py:14
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_kitchen_sinks.py:10
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_kernel_pca.py:15
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_select_rates_regression.py:14
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_select_percentile_regression.py:12
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_random_trees_embedding.py:13
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_liblinear.py:20
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_nystroem_sampler.py:13
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_truncatedSVD.py:17
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_NoPreprocessing.py:10
Methodtest_default_configuration
(self)
test/test_pipeline/components/feature_preprocessing/test_densifier.py:8
Methodtest_default_configuration
(self)
test/test_pipeline/components/data_preprocessing/test_variance_threshold.py:10
Methodtest_default_configuration
(self)
test/test_pipeline/components/data_preprocessing/test_scaling.py:35
Methodtest_default_configuration
(self)
test/test_pipeline/components/data_preprocessing/test_numerical_imputation.py:10
Methodtest_default_configuration
(self)
test/test_pipeline/components/data_preprocessing/test_one_hot_encoding.py:37
Methodtest_default_configuration_classify
(self)
test/test_pipeline/components/feature_preprocessing/test_feature_agglomeration.py:20
Methodtest_default_configuration_classify
(self)
test/test_pipeline/components/feature_preprocessing/test_extra_trees_classification.py:22
Methodtest_default_configuration_classify
(self)
test/test_pipeline/components/feature_preprocessing/test_polynomial.py:20
Methodtest_default_configuration_classify
(self)
test/test_pipeline/components/feature_preprocessing/test_kernel_pca.py:29
Methodtest_default_configuration_classify
(self)
test/test_pipeline/components/feature_preprocessing/test_liblinear.py:27
Methodtest_default_configuration_classify
(self)
test/test_pipeline/components/feature_preprocessing/test_truncatedSVD.py:22
Methodtest_default_configuration_classify_sparse
(self)
test/test_pipeline/components/feature_preprocessing/test_extra_trees_classification.py:45
Methodtest_default_configuration_classify_sparse
(self)
test/test_pipeline/components/feature_preprocessing/test_polynomial.py:41
Methodtest_default_configuration_classify_sparse
(self)
test/test_pipeline/components/feature_preprocessing/test_extra_trees_regression.py:43
Methodtest_default_configuration_iterative_fit
(self)
test/test_pipeline/test_regression.py:298
Methodtest_default_configuration_iterative_fit
Test that the SimpleClassificationPipeline default config for random forest with no preprocessing can be iteratively fit on iris. Exp
test/test_pipeline/test_classification.py:234
Methodtest_default_configuration_multilabel
Test that SimpleClassificationPipeline default config returns good results on a multilabel version of iris. Expects -------
test/test_pipeline/test_classification.py:205
Methodtest_default_configuration_negative_values
(self)
test/test_pipeline/components/classification/test_multinomial_nb.py:31
Methodtest_default_configuration_no_encoding
(self)
test/test_pipeline/components/data_preprocessing/test_one_hot_encoding.py:51
Methodtest_default_configuration_predict_proba_individual
(self)
test/test_pipeline/components/classification/test_libsvm_svc.py:28
Methodtest_default_configuration_regression
(self)
test/test_pipeline/components/feature_preprocessing/test_extra_trees_regression.py:20
Methodtest_default_configuration_regression
(self)
test/test_pipeline/components/feature_preprocessing/test_fast_ica.py:20
Methodtest_default_configuration_regression
(self)
test/test_pipeline/components/feature_preprocessing/test_select_rates_regression.py:49
Methodtest_default_configuration_sparse
(self)
test/test_pipeline/components/feature_preprocessing/test_kernel_pca.py:22
Methodtest_default_configuration_sparse_data
(self)
test/test_pipeline/components/data_preprocessing/test_variance_threshold.py:20
Methodtest_default_configuration_sparse_data
(self)
test/test_pipeline/components/data_preprocessing/test_numerical_imputation.py:20
Methodtest_default_configuration_sparse_data
(self)
test/test_pipeline/components/data_preprocessing/test_one_hot_encoding.py:61
Methodtest_default_configuration_sparse_no_encoding
(self)
test/test_pipeline/components/data_preprocessing/test_one_hot_encoding.py:81
Methodtest_default_configuration_with_sparse_data
(self)
test/test_pipeline/components/data_preprocessing/test_scaling.py:49
Methodtest_default_diabetes
(self)
test/test_pipeline/components/regression/test_base.py:146
Methodtest_default_diabetes_iterative_fit
(self)
test/test_pipeline/components/regression/test_base.py:166
Methodtest_default_diabetes_iterative_sparse_fit
(self)
test/test_pipeline/components/regression/test_base.py:186
Methodtest_default_diabetes_sparse
(self)
test/test_pipeline/components/regression/test_base.py:217
Methodtest_default_digits
(self)
test/test_pipeline/components/classification/test_base.py:130
Methodtest_default_digits_binary
(self)
test/test_pipeline/components/classification/test_base.py:115
Methodtest_default_digits_iterative_fit
(self)
test/test_pipeline/components/classification/test_base.py:148
Methodtest_default_digits_multilabel
(self)
test/test_pipeline/components/classification/test_base.py:174
Methodtest_default_digits_multilabel_predict_proba
(self)
test/test_pipeline/components/classification/test_base.py:196
Functiontest_default_imputation
Makes sure that imputation works for both numerical and categorical data. This also has to be guaranteed for numpy and pandas like objects.
test/test_pipeline/components/data_preprocessing/test_categorical_imputation.py:27
Methodtest_default_iris
(self)
test/test_pipeline/components/classification/test_base.py:29
Methodtest_default_iris_iterative_fit
(self)
test/test_pipeline/components/classification/test_base.py:56
Methodtest_default_iris_predict_proba
(self)
test/test_pipeline/components/classification/test_base.py:82
Methodtest_default_iris_sparse
(self)
test/test_pipeline/components/classification/test_base.py:97
Functiontest_default_sparse
(input_data_imputation)
test/test_pipeline/components/data_preprocessing/test_categorical_imputation.py:72
Functiontest_delete_runs
Expects ------- * Should delete runs so they can not be found again by the ensemble builder
test/test_ensemble_builder/test_ensemble_builder.py:637
Functiontest_delete_runs_does_not_delete_dummy
Expects ------- * Should
test/test_ensemble_builder/test_ensemble_builder.py:653
Functiontest_deletion_will_not_break_current_ensemble
Expects ------- * When running the builder, it's previous ensemble should not have it's runs deleted until a new ensemble is built.
test/test_ensemble_builder/test_ensemble_builder.py:767
Methodtest_dense
(self)
test/test_pipeline/implementations/test_CategoryShift.py:10
Methodtest_disable_file_output
(self)
test/test_evaluation/test_abstract_evaluator.py:112
Methodtest_dual_type
(self)
test/test_pipeline/components/data_preprocessing/test_data_preprocessing_feat_type.py:66
Functiontest_dummy_pipeline
(task_type: str)
test/test_evaluation/test_dummy_pipelines.py:15
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