amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
1 stars 1 forks source link

maven-checkstyle-plugin #141

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

skip

github-actions[bot] commented 2 years ago

{'C': 10, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'alpha': 0.001, 'loss': 'modified_huber', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'alpha': 1.0, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.7727272727272727, "roc_auc_score_False": 0.03409090909090906, "pr_auc_score_True": 0.5238095238095238, "pr_auc_score_False": 0.011363636363636364}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 5} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.06666666666666667, "precision_score": 0.023255813953488372, "recall_score": 1.0, "f1_score": 0.04545454545454545, "roc_auc_score_True": 0.5227272727272727, "roc_auc_score_False": 0.4772727272727273, "pr_auc_score_True": 0.5116279069767442, "pr_auc_score_False": 0.011111111111111112}}

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": 0.3333333333333333, "precision_score": 0.03225806451612903, "recall_score": 1.0, "f1_score": 0.0625, "roc_auc_score_True": 0.4659090909090909, "roc_auc_score_False": 0.5340909090909091, "pr_auc_score_True": 0.018518518518518517, "pr_auc_score_False": 0.020833333333333332}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5340909090909092, "roc_auc_score_False": 0.46590909090909094, "pr_auc_score_True": 0.5119047619047619, "pr_auc_score_False": 0.011111111111111112}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9777777777777777, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8409090909090909, "roc_auc_score_False": 0.15909090909090912, "pr_auc_score_True": 0.5333333333333333, "pr_auc_score_False": 0.011111111111111112}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.17777777777777778, "precision_score": 0.02631578947368421, "recall_score": 1.0, "f1_score": 0.05128205128205127, "roc_auc_score_True": 0.5795454545454546, "roc_auc_score_False": 0.42045454545454547, "pr_auc_score_True": 0.5131578947368421, "pr_auc_score_False": 0.011111111111111112}}

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': 2, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9777777777777777, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.34090909090909094, "roc_auc_score_False": 0.6590909090909092, "pr_auc_score_True": 0.011111111111111112, "pr_auc_score_False": 0.5161290322580645}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9777777777777777, "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": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

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": 0.9777777777777777, "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": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

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": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'activation': 'identity', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

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': 0.001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'C': 10, 'class_weight': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1, 'l1_ratio': None, 'max_iter': 100, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.022222222222222223, "precision_score": 0.022222222222222223, "recall_score": 1.0, "f1_score": 0.04347826086956522, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5111111111111111, "pr_auc_score_False": 0.5111111111111111}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'minkowski', 'n_neighbors': 15, 'p': 1, 'weights': 'distance'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9777777777777777, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7272727272727273, "roc_auc_score_False": 0.2727272727272727, "pr_auc_score_True": 0.038461538461538464, "pr_auc_score_False": 0.015151515151515152}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': 'auto', 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.044444444444444446, "precision_score": 0.022727272727272728, "recall_score": 1.0, "f1_score": 0.044444444444444446, "roc_auc_score_True": 0.8977272727272727, "roc_auc_score_False": 0.10227272727272729, "pr_auc_score_True": 0.07142857142857142, "pr_auc_score_False": 0.011904761904761904}}

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': None, 'max_iter': 300, 'max_leaf_nodes': 31, 'min_samples_leaf': 20, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 1e-07, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9777777777777777, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8863636363636364, "roc_auc_score_False": 0.11363636363636365, "pr_auc_score_True": 0.05, "pr_auc_score_False": 0.011363636363636364}}