Created
May 14, 2017 18:44
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Executing pip freeze in /home/hotdox/ves/mlxtend/ | |
cycler==0.10.0 | |
matplotlib==2.0.2 | |
nose==1.3.7 | |
numpy==1.13.0rc1 | |
pandas==0.20.1 | |
pyparsing==2.2.0 | |
python-dateutil==2.6.0 | |
pytz==2017.2 | |
scikit-learn==0.18.1 | |
scipy==0.19.0 | |
six==1.10.0 |
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Executing nosetests -sv in /home/hotdox/ves/mlxtend/ | |
test_adaline.test_invalid_labels_1 ... ok | |
test_adaline.test_invalid_labels_2 ... ok | |
test_adaline.test_normal_equation ... ok | |
test_adaline.test_gradient_descent ... ok | |
test_adaline.test_score_function ... ok | |
test_adaline.test_refit_weights ... ok | |
test_adaline.test_stochastic_gradient_descent ... ok | |
test_adaline.test_ary_persistency_in_shuffling ... ok | |
test_ensemble_vote_classifier.test_EnsembleVoteClassifier ... ok | |
test_ensemble_vote_classifier.test_EnsembleVoteClassifier_weights ... ok | |
test_ensemble_vote_classifier.test_EnsembleVoteClassifier_gridsearch ... ok | |
test_ensemble_vote_classifier.test_EnsembleVoteClassifier_gridsearch_enumerate_names ... ok | |
test_logistic_regression.test_invalid_labels_1 ... ok | |
test_logistic_regression.test_invalid_labels_2 ... ok | |
test_logistic_regression.test_logistic_regression_gd ... ok | |
test_logistic_regression.test_score_function ... ok | |
test_logistic_regression.test_refit_weights ... ok | |
test_logistic_regression.test_predict_proba ... ok | |
test_logistic_regression.test_logistic_regression_sgd ... ok | |
test_logistic_regression.test_l2_regularization_gd ... ok | |
test_logistic_regression.test_l2_regularization_sgd ... ok | |
test_logistic_regression.test_ary_persistency_in_shuffling ... ok | |
test_multilayerperceptron.test_multiclass_gd_acc ... ok | |
test_multilayerperceptron.test_predict_proba ... ok | |
test_multilayerperceptron.test_multiclass_sgd_acc ... ok | |
test_multilayerperceptron.test_multiclass_minibatch_acc ... ok | |
test_multilayerperceptron.test_num_hidden_layers ... ok | |
test_multilayerperceptron.test_binary_gd ... ok | |
test_multilayerperceptron.test_score_function ... ok | |
test_multilayerperceptron.test_decay_function ... ok | |
test_multilayerperceptron.test_momentum_1 ... ok | |
test_multilayerperceptron.test_retrain ... ok | |
test_perceptron.test_invalid_labels_1 ... ok | |
test_perceptron.test_invalid_labels_2 ... ok | |
test_perceptron.test_standardized_iris_data ... ok | |
test_perceptron.test_score_function ... ok | |
test_perceptron.test_nonstandardized_iris_data ... ok | |
test_softmax_regression.test_labels ... ok | |
test_softmax_regression.test_binary_logistic_regression_gd ... ok | |
test_softmax_regression.test_refit_weights ... ok | |
test_softmax_regression.test_binary_logistic_regression_sgd ... ok | |
test_softmax_regression.test_binary_l2_regularization_gd ... ok | |
test_softmax_regression.test_multi_logistic_regression_gd_weights ... ok | |
test_softmax_regression.test_multi_logistic_probas ... ok | |
test_softmax_regression.test_multi_logistic_regression_gd_acc ... ok | |
test_softmax_regression.test_score_function ... ok | |
test_stacking_classifier.test_StackingClassifier ... ok | |
test_stacking_classifier.test_StackingClassifier_proba_avg_1 ... ok | |
test_stacking_classifier.test_StackingClassifier_proba_concat_1 ... ok | |
test_stacking_classifier.test_StackingClassifier_avg_vs_concat ... ok | |
test_stacking_classifier.test_multivariate_class ... ok | |
test_stacking_classifier.test_gridsearch ... ok | |
test_stacking_classifier.test_gridsearch_enumerate_names ... ok | |
test_stacking_classifier.test_use_probas ... ok | |
test_stacking_classifier.test_not_fitted ... ok | |
test_stacking_classifier.test_verbose ... [Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.0s finished | |
[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.0s finished | |
ok | |
test_stacking_classifier.test_use_features_in_secondary_predict ... ok | |
test_stacking_classifier.test_use_features_in_secondary_predict_proba ... ok | |
test_stacking_cv_classifier.test_StackingClassifier ... ok | |
test_stacking_cv_classifier.test_StackingClassifier_proba ... ok | |
test_stacking_cv_classifier.test_gridsearch ... ok | |
test_stacking_cv_classifier.test_gridsearch_enumerate_names ... ok | |
test_stacking_cv_classifier.test_use_probas ... ok | |
test_stacking_cv_classifier.test_use_features_in_secondary ... ok | |
test_stacking_cv_classifier.test_do_not_stratify ... ok | |
test_stacking_cv_classifier.test_not_fitted ... ok | |
test_stacking_cv_classifier.test_verbose ... [Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.0s finished | |
[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.0s finished | |
[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.0s finished | |
[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.0s finished | |
[Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.0s finished | |
ok | |
test_kmeans.test_nonfitted ... ok | |
test_kmeans.test_three_blobs_multi ... ok | |
test_kmeans.test_three_blobs_1sample ... ok | |
test_kmeans.test_three_blobs_centroids ... ok | |
test_kmeans.test_continue_training ... ok | |
test_data.test_import_wine_data ... ok | |
test_data.test_import_iris_data ... ok | |
test_data.test_import_autompg_data ... ok | |
test_data.test_import_mnist_data ... ok | |
test_data.test_import_three_blobs_data ... ok | |
test_data.test_import_boston_housing ... ok | |
test_confusion_matrix.test_multiclass ... ok | |
test_confusion_matrix.test_binary ... ok | |
test_lift_score.test_multiclass ... ok | |
test_lift_score.test_multiclass_positive_label_0 ... ok | |
test_lift_score.test_multiclass_with_false_binary ... ok | |
test_lift_score.test_binary_with_numpy ... ok | |
test_lift_score.test_binary ... ok | |
test_lift_score.test_multidimension ... ok | |
test_lift_score.test_support_with_two_parameter ... ok | |
test_lift_score.test_support_with_one_parameter ... ok | |
test_mcnemar_table.test_input_array_1d ... ok | |
test_mcnemar_table.test_input_array_lengths_1 ... ok | |
test_mcnemar_table.test_input_array_lengths_2 ... ok | |
test_mcnemar_table.test_input_binary_all_right ... ok | |
test_mcnemar_table.test_input_binary_all_wrong ... ok | |
test_mcnemar_table.test_input_binary ... ok | |
test_mcnemar_table.test_input_nonbinary ... ok | |
test_mcnemar_test.test_input_dimensions ... ok | |
test_mcnemar_test.test_defaults ... ok | |
test_mcnemar_test.test_corrected_false ... ok | |
test_mcnemar_test.test_exact ... ok | |
test_mcnemar_test.test_exact_corrected ... ok | |
Test exception is raised when user provides invalid metric argument ... ok | |
Test exception is raised when user provides invalid vectors ... ok | |
Test accuracy metric ... ok | |
Test error metric ... ok | |
Test exception is raised if label is not binary in f1 ... ok | |
test_scoring.test_precision ... ok | |
test_scoring.test_recall ... ok | |
test_scoring.test_truepositiverate ... ok | |
test_scoring.test_falsepositiverate ... ok | |
test_scoring.test_specificity ... ok | |
test_scoring.test_sensitivity ... ok | |
test_scoring.test_f1 ... ok | |
test_scoring.test_matthews_corr_coef ... ok | |
test_scoring.test_avg_perclass_accuracy ... ok | |
test_scoring.test_avg_perclass_error ... ok | |
test_base.test_X_array_pass ... ok | |
test_base.test_X_y_array_pass ... ok | |
test_base.test_1D_X ... ok | |
test_base.test_X_int_y ... ok | |
test_base.test_X_short_y ... ok | |
test_kernel_pca.test_default_2components ... ok | |
test_kernel_pca.test_default_components ... ok | |
test_kernel_pca.test_proj ... ok | |
test_kernel_pca.test_reproj_1 ... ok | |
test_kernel_pca.test_reproj_2 ... ok | |
test_kernel_pca.test_fail_array_fit ... ok | |
test_kernel_pca.test_fail_array_transform ... ok | |
test_linear_discriminant_analysis.test_default_2components ... ok | |
test_linear_discriminant_analysis.test_default_components ... ok | |
test_linear_discriminant_analysis.test_evals ... ok | |
test_linear_discriminant_analysis.test_fail_array_fit ... ok | |
test_linear_discriminant_analysis.test_fail_array_transform ... ok | |
test_principal_component_analysis.test_default_components ... ok | |
test_principal_component_analysis.test_default_2components ... ok | |
test_principal_component_analysis.test_eigen_vs_svd ... ok | |
test_principal_component_analysis.test_default_components_zero ... ok | |
test_principal_component_analysis.test_evals ... ok | |
test_principal_component_analysis.test_fail_array_dimension ... ok | |
test_column_selector.test_ColumnSelector ... ok | |
test_column_selector.test_ColumnSelector_in_gridsearch ... ok | |
test_exhaustive_feature_selector.test_minfeatures_1 ... ok | |
test_exhaustive_feature_selector.test_maxfeatures_1 ... ok | |
test_exhaustive_feature_selector.test_minmaxfeatures_1 ... ok | |
test_exhaustive_feature_selector.test_knn_wo_cv ... ok | |
test_exhaustive_feature_selector.test_knn_cv3 ... ok | |
test_exhaustive_feature_selector.test_regression ... ok | |
test_exhaustive_feature_selector.test_clone_params_fail ... ok | |
test_exhaustive_feature_selector.test_clone_params_pass ... ok | |
test_exhaustive_feature_selector.test_transform_not_fitted ... ok | |
test_exhaustive_feature_selector.test_fit_transform ... ok | |
test_exhaustive_feature_selector.test_get_metric_dict_not_fitted ... ok | |
test_sequential_feature_selector.test_run_default ... ok | |
test_sequential_feature_selector.test_kfeatures_type_1 ... ok | |
test_sequential_feature_selector.test_kfeatures_type_2 ... ok | |
test_sequential_feature_selector.test_kfeatures_type_3 ... ok | |
test_sequential_feature_selector.test_kfeatures_type_4 ... ok | |
test_sequential_feature_selector.test_kfeatures_type_5 ... ok | |
test_sequential_feature_selector.test_knn_wo_cv ... ok | |
test_sequential_feature_selector.test_knn_cv3 ... ok | |
test_sequential_feature_selector.test_knn_option_sfs ... ok | |
test_sequential_feature_selector.test_knn_option_sffs ... ok | |
test_sequential_feature_selector.test_knn_option_sbs ... ok | |
test_sequential_feature_selector.test_knn_option_sfbs ... ok | |
test_sequential_feature_selector.test_knn_option_sfbs_tuplerange_1 ... ok | |
test_sequential_feature_selector.test_knn_option_sfbs_tuplerange_2 ... ok | |
test_sequential_feature_selector.test_knn_option_sffs_tuplerange_1 ... ok | |
test_sequential_feature_selector.test_knn_option_sfs_tuplerange_1 ... ok | |
test_sequential_feature_selector.test_knn_option_sbs_tuplerange_1 ... ok | |
test_sequential_feature_selector.test_knn_scoring_metric ... ok | |
test_sequential_feature_selector.test_regression ... ok | |
test_sequential_feature_selector.test_regression_in_range ... ok | |
test_sequential_feature_selector.test_clone_params_fail ... ok | |
test_sequential_feature_selector.test_clone_params_pass ... ok | |
test_sequential_feature_selector.test_transform_not_fitted ... ok | |
test_sequential_feature_selector.test_get_metric_dict_not_fitted ... ok | |
test_sequential_feature_selector.test_keyboard_interrupt ... | |
[2017-05-14 12:55:14] Features: 1/3 -- score: 0.960375816993 | |
STOPPING EARLY DUE TO KEYBOARD INTERRUPT...ok | |
test_sequential_feature_selector.test_gridsearch ... ok | |
test_sequential_feature_selector.test_string_scoring_clf ... ok | |
test_apriori.test_default ... ok | |
test_association_rules.test_default ... ok | |
test_association_rules.test_no_support_col ... ok | |
test_association_rules.test_no_itemsets_col ... ok | |
test_association_rules.test_wrong_metric ... ok | |
test_association_rules.test_empty_result ... ok | |
test_counting.test_factorial ... ok | |
test_counting.test_num_combinations ... ok | |
test_counting.test_num_permutations ... ok | |
test_checkerboard.test_runs ... ok | |
test_decision_regions.test_pass ... ok | |
test_decision_regions.test_ylist ... ok | |
test_decision_regions.test_X_column_fail ... ok | |
test_decision_regions.test_X_dim_fail ... ok | |
test_decision_regions.test_X_highlight_fail_if_1d ... ok | |
test_decision_regions.test_y_int_ary ... ok | |
test_decision_regions.test_y_ary_dim ... ok | |
test_learning_curves.test_training_size ... FAIL | |
test_learning_curves.test_scikit_metrics ... FAIL | |
test__scaling__minmax_scaling.test_minmax_scaling_arrayerror ... ok | |
test__scaling__minmax_scaling.test_pandas_minmax_scaling ... ok | |
test__scaling__minmax_scaling.test_numpy_minmax_scaling ... ok | |
test__scaling__standardizing.test_pandas_standardize ... ok | |
test__scaling__standardizing.test_numpy_standardize ... ok | |
test__scaling__standardizing.test_numpy_single_feat ... ok | |
test__scaling__standardizing.test_numpy_inplace ... ok | |
test__scaling__standardizing.test_numpy_single_dim ... ok | |
test__scaling__standardizing.test_zero_division_pandas ... ok | |
test__scaling__standardizing.test_zero_division_numpy ... ok | |
test__scaling__standardizing.test_standardize_all_columns_ndarray ... ok | |
test__scaling__standardizing.test_standardize_all_columns_pandas ... ok | |
test_copy_transformer.test_copy ... ok | |
test_copy_transformer.test_copy_failtype ... ok | |
test_copy_transformer.test_pipeline ... ok | |
test_copy_transformer.test_sparse ... ok | |
test_dense_transformer.test_dense_to_dense ... ok | |
test_dense_transformer.test_sparse_to_dense ... ok | |
test_dense_transformer.test_pipeline ... ok | |
test_mean_centering.test_fitting_error ... ok | |
test_mean_centering.test_array_mean_centering ... ok | |
test_mean_centering.test_list_mean_centering ... ok | |
test_onehot.test_default ... ok | |
test_onehot.test_autoguessing ... ok | |
test_onehot.test_list ... ok | |
test_onehot.test_multidim_list ... ok | |
test_onehot.test_multidim_array ... ok | |
test_onehot.test_oneclass ... ok | |
test_onehot.test_list_morelabels ... ok | |
test_onehot_transactions.test_fit ... ok | |
test_onehot_transactions.test_transform ... ok | |
test_onehot_transactions.test_fit_transform ... ok | |
test_onehot_transactions.test_inverse_transform ... ok | |
test_shuffle_shuffle_arrays_unison.test_shuffle_arrays_unison ... ok | |
test_linear_regression.test_univariate_normal_equation ... ok | |
test_linear_regression.test_univariate_normal_equation_std ... ok | |
test_linear_regression.test_univariate_gradient_descent ... ok | |
test_linear_regression.test_univariate_stochastic_gradient_descent ... ok | |
test_linear_regression.test_multivariate_normal_equation ... ok | |
test_linear_regression.test_multivariate_gradient_descent ... ok | |
test_linear_regression.test_multivariate_stochastic_gradient_descent ... ok | |
test_linear_regression.test_ary_persistency_in_shuffling ... ok | |
test_stacking_regression.test_different_models ... ok | |
test_stacking_regression.test_multivariate ... ok | |
test_stacking_regression.test_multivariate_class ... ok | |
test_stacking_regression.test_gridsearch ... ok | |
test_stacking_regression.test_gridsearch_numerate_regr ... ok | |
test_stacking_regression.test_get_coeff ... ok | |
test_stacking_regression.test_get_intercept ... ok | |
test_stacking_regression.test_get_coeff_fail ... ok | |
test_generalize_names.test_generalize_names ... ok | |
test_generalize_names_duplcheck.test_generalize_names_duplcheck ... ok | |
test_tokenizer.test_tokenizer_words_and_emoticons_1 ... ok | |
test_tokenizer.test_tokenizer_words_and_emoticons_2 ... ok | |
test_checking_inputs.test_ok ... ok | |
test_checking_inputs.test_invalid_type_X ... ok | |
test_checking_inputs.test_invalid_type_y ... ok | |
test_checking_inputs.test_invalid_dtype_X ... ok | |
test_checking_inputs.test_invalid_dtype_y ... ok | |
test_checking_inputs.test_invalid_dim_y ... ok | |
test_checking_inputs.test_invalid_dim_X ... ok | |
test_checking_inputs.test_unequal_length_X ... ok | |
test_checking_inputs.test_unequal_length_y ... ok | |
test_counter.test_counter ... Fitting 2 classifiers... | |
Fitting classifier1: randomforestclassifier (1/2) | |
RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini', | |
max_depth=None, max_features='auto', max_leaf_nodes=None, | |
min_impurity_split=1e-07, min_samples_leaf=1, | |
min_samples_split=2, min_weight_fraction_leaf=0.0, | |
n_estimators=10, n_jobs=1, oob_score=False, random_state=None, | |
verbose=1, warm_start=False) | |
Fitting classifier2: gaussiannb (2/2) | |
GaussianNB(priors=None) | |
Fitting 2 classifiers... | |
Fitting classifier1: randomforestclassifier (1/2) | |
RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini', | |
max_depth=None, max_features='auto', max_leaf_nodes=None, | |
min_impurity_split=1e-07, min_samples_leaf=1, | |
min_samples_split=2, min_weight_fraction_leaf=0.0, | |
n_estimators=10, n_jobs=1, oob_score=False, random_state=None, | |
verbose=1, warm_start=False) | |
Training and fitting fold 1 of 2... | |
Training and fitting fold 2 of 2... | |
Fitting classifier2: gaussiannb (2/2) | |
GaussianNB(priors=None) | |
Training and fitting fold 1 of 2... | |
Training and fitting fold 2 of 2... | |
(506, 14) | |
(2,) | |
(3, 2) | |
[ 20.90462293 0.14283326 0. -0. ] | |
(506, 14) | |
1 iter | 0 sec | |
2 iter | 0 sec | |
3 iter | 0 sec | |
4 iter | 0 sec | |
5 iter | 0 sec | |
6 iter | 0 sec | |
7 iter | 0 sec | |
8 iter | 0 sec | |
9 iter | 0 sec | |
10 iter | 0 sec | |
11 iter | 0 sec | |
12 iter | 0 sec | |
13 iter | 0 sec | |
14 iter | 0 sec | |
15 iter | 0 sec | |
16 iter | 0 sec | |
17 iter | 0 sec | |
18 iter | 0 sec | |
19 iter | 0 sec | |
20 iter | 0 secok | |
test_testing.test_without_message ... ok | |
test_testing.test_with_message ... ok | |
====================================================================== | |
FAIL: test_learning_curves.test_training_size | |
---------------------------------------------------------------------- | |
Traceback (most recent call last): | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/nose/case.py", line 198, in runTest | |
self.test(*self.arg) | |
File "/home/hotdox/dev/mlxtend/mlxtend/plotting/tests/test_learning_curves.py", line 29, in test_training_size | |
np.testing.assert_almost_equal(training_errors, desired1, decimal=2) | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/numpy/testing/utils.py", line 563, in assert_almost_equal | |
return assert_array_almost_equal(actual, desired, decimal, err_msg) | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/numpy/testing/utils.py", line 962, in assert_array_almost_equal | |
precision=decimal) | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/numpy/testing/utils.py", line 778, in assert_array_compare | |
raise AssertionError(msg) | |
AssertionError: | |
Arrays are not almost equal to 2 decimals | |
(mismatch 80.0%) | |
x: array([ 0.22, 0.22, 0.22, 0.31, 0.31, 0.3 , 0.33, 0.32, 0.33, 0.32]) | |
y: array([ 0.32, 0.33, 0.32, 0.33, 0.3 , 0.31, 0.31, 0.22, 0.22, 0.22]) | |
====================================================================== | |
FAIL: test_learning_curves.test_scikit_metrics | |
---------------------------------------------------------------------- | |
Traceback (most recent call last): | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/nose/case.py", line 198, in runTest | |
self.test(*self.arg) | |
File "/home/hotdox/dev/mlxtend/mlxtend/plotting/tests/test_learning_curves.py", line 54, in test_scikit_metrics | |
np.testing.assert_almost_equal(training_errors, desired1, decimal=2) | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/numpy/testing/utils.py", line 563, in assert_almost_equal | |
return assert_array_almost_equal(actual, desired, decimal, err_msg) | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/numpy/testing/utils.py", line 962, in assert_array_almost_equal | |
precision=decimal) | |
File "/home/hotdox/ves/mlxtend/lib64/python3.5/site-packages/numpy/testing/utils.py", line 778, in assert_array_compare | |
raise AssertionError(msg) | |
AssertionError: | |
Arrays are not almost equal to 2 decimals | |
(mismatch 80.0%) | |
x: array([ 0.78, 0.78, 0.78, 0.69, 0.69, 0.7 , 0.67, 0.68, 0.67, 0.68]) | |
y: array([ 0.68, 0.67, 0.68, 0.67, 0.7 , 0.69, 0.69, 0.78, 0.78, 0.78]) | |
---------------------------------------------------------------------- | |
Ran 263 tests in 87.368s | |
FAILED (failures=2) |
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