amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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gora #128

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

skip

github-actions[bot] commented 2 years ago

{'alpha': 0.001, 'loss': 'modified_huber', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5152173913043478, "pr_auc_score_False": 0.5152173913043478}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 5} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.7217391304347827, "precision_score": 0.03278688524590164, "recall_score": 0.2857142857142857, "f1_score": 0.05882352941176471, "roc_auc_score_True": 0.5105701473414478, "roc_auc_score_False": 0.4894298526585522, "pr_auc_score_True": 0.17012015069748498, "pr_auc_score_False": 0.3762835826380977}}

github-actions[bot] commented 2 years ago

{'C': 5, 'max_iter': 100, 'penalty': 'l2', 'solver': 'liblinear', 'tol': 0.001, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9608695652173913, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49327354260089684, "roc_auc_score_False": 0.5044843049327354, "pr_auc_score_True": 0.015217391304347827, "pr_auc_score_False": 0.5153508771929824}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 10, 'max_samples': 1.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.27418321588725175, "roc_auc_score_False": 0.7254964766175528, "pr_auc_score_True": 0.020154280241967863, "pr_auc_score_False": 0.11437883823406829}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 100} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9652173913043478, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4423446508648302, "roc_auc_score_False": 0.5605381165919282, "pr_auc_score_True": 0.025084302952925644, "pr_auc_score_False": 0.031463888174135875}}

github-actions[bot] commented 2 years ago

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.030434782608695653, "precision_score": 0.030434782608695653, "recall_score": 1.0, "f1_score": 0.05907172995780591, "roc_auc_score_True": 0.4477898782831518, "roc_auc_score_False": 0.5192184497117233, "pr_auc_score_True": 0.09502066689155478, "pr_auc_score_False": 0.13310591915297526}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.0391304347826087, "precision_score": 0.03070175438596491, "recall_score": 1.0, "f1_score": 0.05957446808510638, "roc_auc_score_True": 0.49551569506726456, "roc_auc_score_False": 0.5044843049327354, "pr_auc_score_True": 0.015350877192982455, "pr_auc_score_False": 0.015486725663716814}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 25} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.030434782608695653, "precision_score": 0.030434782608695653, "recall_score": 1.0, "f1_score": 0.05907172995780591, "roc_auc_score_True": 0.47725816784112746, "roc_auc_score_False": 0.5227418321588725, "pr_auc_score_True": 0.09609995666618518, "pr_auc_score_False": 0.44678812236356985}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5152173913043478, "pr_auc_score_False": 0.5152173913043478}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 3, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.5391304347826087, "precision_score": 0.02857142857142857, "recall_score": 0.42857142857142855, "f1_score": 0.05357142857142857, "roc_auc_score_True": 0.4855861627162075, "roc_auc_score_False": 0.5144138372837924, "pr_auc_score_True": 0.23726708074534159, "pr_auc_score_False": 0.3082360248447205}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5152173913043478, "pr_auc_score_False": 0.5152173913043478}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.034782608695652174, "precision_score": 0.03056768558951965, "recall_score": 1.0, "f1_score": 0.059322033898305086, "roc_auc_score_True": 0.5022421524663677, "roc_auc_score_False": 0.4977578475336323, "pr_auc_score_True": 0.5152838427947598, "pr_auc_score_False": 0.015217391304347827}}

github-actions[bot] commented 2 years ago

{'copy_X_train': True, 'kernel': None, 'max_iter_predict': 100, 'multi_class': 'one_vs_rest', 'n_jobs': None, 'n_restarts_optimizer': 0, 'optimizer': 'fmin_l_bfgs_b', 'random_state': None, 'warm_start': False} {"model": "GaussianProcessClassifier", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5152173913043478, "pr_auc_score_False": 0.5152173913043478}}

github-actions[bot] commented 2 years ago

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.030434782608695653, "precision_score": 0.030434782608695653, "recall_score": 1.0, "f1_score": 0.05907172995780591, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5152173913043478, "pr_auc_score_False": 0.5152173913043478}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.9478260869565217, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.48878923766816146, "roc_auc_score_False": 0.5112107623318385, "pr_auc_score_True": 0.015217391304347827, "pr_auc_score_False": 0.5155555555555555}}

github-actions[bot] commented 2 years ago

{'activation': 'relu', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.12173913043478261, "precision_score": 0.03349282296650718, "recall_score": 1.0, "f1_score": 0.06481481481481481, "roc_auc_score_True": 0.547085201793722, "roc_auc_score_False": 0.452914798206278, "pr_auc_score_True": 0.5167464114832536, "pr_auc_score_False": 0.015217391304347827}}

github-actions[bot] commented 2 years ago

{'C': 1.0, 'class_weight': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1, 'l1_ratio': None, 'max_iter': 100, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l2', 'random_state': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4977578475336323, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.015217391304347827, "pr_auc_score_False": 0.5152173913043478}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'minkowski', 'n_neighbors': 5, 'p': 1, 'weights': 'distance'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5964125560538116, "roc_auc_score_False": 0.40358744394618834, "pr_auc_score_True": 0.048293184739704946, "pr_auc_score_False": 0.023759653341125724}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.9695652173913043, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5152173913043478, "pr_auc_score_False": 0.5152173913043478}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': None, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9652173913043478, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3923766816143498, "roc_auc_score_False": 0.6076233183856502, "pr_auc_score_True": 0.018392769907181243, "pr_auc_score_False": 0.17582417582417584}}

github-actions[bot] commented 2 years ago

{'Cs': 10, 'class_weight': None, 'cv': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1.0, 'l1_ratios': None, 'max_iter': 100, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l2', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'lbfgs', 'tol': 0.0001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.030434782608695653, "precision_score": 0.030434782608695653, "recall_score": 1.0, "f1_score": 0.05907172995780591, "roc_auc_score_True": 0.5224215246636772, "roc_auc_score_False": 0.47757847533632286, "pr_auc_score_True": 0.5159090909090909, "pr_auc_score_False": 0.015217391304347827}}

github-actions[bot] commented 2 years ago

{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 5, 'max_iter': 1000, 'max_leaf_nodes': 31, 'min_samples_leaf': 20, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': True} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9478260869565217, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.704996796925048, "roc_auc_score_False": 0.2950032030749519, "pr_auc_score_True": 0.046192737677621304, "pr_auc_score_False": 0.019807618571733774}}