amir9979 / HungaBunga

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

spring-security #178

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

skip

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.965143299767622, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5335438042620364, "roc_auc_score_False": 0.46685082872928174, "pr_auc_score_True": 0.010126582278481013, "pr_auc_score_False": 0.009448818897637795}}

github-actions[bot] commented 2 years ago

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.981409759876065, "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": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 2} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.981409759876065, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4988161010260458, "roc_auc_score_False": 0.5011838989739542, "pr_auc_score_True": 0.009295120061967466, "pr_auc_score_False": 0.5093167701863354}}

github-actions[bot] commented 2 years ago

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.018590240123934933, "precision_score": 0.018590240123934933, "recall_score": 1.0, "f1_score": 0.03650190114068441, "roc_auc_score_True": 0.6480367008681926, "roc_auc_score_False": 0.3530485398579321, "pr_auc_score_True": 0.056581621487342824, "pr_auc_score_False": 0.015842795175305974}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.981409759876065, "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": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.981409759876065, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5368652986056301, "roc_auc_score_False": 0.4631347013943699, "pr_auc_score_True": 0.4896079167074501, "pr_auc_score_False": 0.01230918393693651}}

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": 0.9744384198295895, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6447480926072086, "roc_auc_score_False": 0.35584385687976844, "pr_auc_score_True": 0.0306945987116476, "pr_auc_score_False": 0.013615561623718596}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.018590240123934933, "precision_score": 0.018590240123934933, "recall_score": 1.0, "f1_score": 0.03650190114068441, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}

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': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9434546862896979, "precision_score": 0.05454545454545454, "recall_score": 0.125, "f1_score": 0.0759493670886076, "roc_auc_score_True": 0.5152426992896606, "roc_auc_score_False": 0.4847573007103393, "pr_auc_score_True": 0.08942134014902546, "pr_auc_score_False": 0.24337307634738142}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.981409759876065, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5472244146277296, "roc_auc_score_False": 0.4527755853722704, "pr_auc_score_True": 0.4286711974141588, "pr_auc_score_False": 0.013733957337068697}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.018590240123934933, "precision_score": 0.018590240123934933, "recall_score": 1.0, "f1_score": 0.03650190114068441, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}

github-actions[bot] commented 2 years ago

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9078233927188226, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4329123914759274, "roc_auc_score_False": 0.5382794001578532, "pr_auc_score_True": 0.009295120061967466, "pr_auc_score_False": 0.5100502512562815}}

github-actions[bot] commented 2 years ago

{'activation': 'identity', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.6576297443841983, "precision_score": 0.007075471698113208, "recall_score": 0.125, "f1_score": 0.013392857142857144, "roc_auc_score_True": 0.3679952644041042, "roc_auc_score_False": 0.6057616416732439, "pr_auc_score_True": 0.07367055204397267, "pr_auc_score_False": 0.45084846596874645}}

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": 0.981409759876065, "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": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 1000, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.24864446165762974, "precision_score": 0.023185483870967742, "recall_score": 0.9583333333333334, "f1_score": 0.045275590551181105, "roc_auc_score_True": 0.7294626414101553, "roc_auc_score_False": 0.2705373585898448, "pr_auc_score_True": 0.06022705544023266, "pr_auc_score_False": 0.011490343624057618}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.018590240123934933, "precision_score": 0.018590240123934933, "recall_score": 1.0, "f1_score": 0.03650190114068441, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}

github-actions[bot] commented 2 years ago

{'C': 0.01, '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': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.09682416731216112, "precision_score": 0.017736486486486486, "recall_score": 0.875, "f1_score": 0.0347682119205298, "roc_auc_score_True": 0.4794297553275454, "roc_auc_score_False": 0.5203729281767956, "pr_auc_score_True": 0.4475483717402575, "pr_auc_score_False": 0.08431399002211021}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 3, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.981409759876065, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6278939752696658, "roc_auc_score_False": 0.3721060247303341, "pr_auc_score_True": 0.029651345747967364, "pr_auc_score_False": 0.013949092851875379}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.981409759876065, "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": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}

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": 0.981409759876065, "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": 0.5092951200619674, "pr_auc_score_False": 0.5092951200619674}}