amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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jackrabbit-filevault #133

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

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github-actions[bot] commented 2 years ago

{'alpha': 0.1, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.9541284403669725, "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": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 2} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.7688073394495413, "precision_score": 0.07563025210084033, "recall_score": 0.36, "f1_score": 0.12499999999999999, "roc_auc_score_True": 0.5742307692307692, "roc_auc_score_False": 0.4257692307692308, "pr_auc_score_True": 0.23249402513298897, "pr_auc_score_False": 0.3470362234569497}}

github-actions[bot] commented 2 years ago

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.045871559633027525, "precision_score": 0.045871559633027525, "recall_score": 1.0, "f1_score": 0.08771929824561404, "roc_auc_score_True": 0.7138846153846153, "roc_auc_score_False": 0.3393846153846154, "pr_auc_score_True": 0.35579661866783596, "pr_auc_score_False": 0.03204493270225246}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.045871559633027525, "precision_score": 0.045871559633027525, "recall_score": 1.0, "f1_score": 0.08771929824561404, "roc_auc_score_True": 0.5984615384615384, "roc_auc_score_False": 0.40165384615384614, "pr_auc_score_True": 0.14192615721615243, "pr_auc_score_False": 0.02397181473788289}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.9541284403669725, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5236538461538461, "roc_auc_score_False": 0.4763461538461539, "pr_auc_score_True": 0.4669281177538058, "pr_auc_score_False": 0.09685015290519877}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9541284403669725, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.215, "roc_auc_score_False": 0.785, "pr_auc_score_True": 0.025187839134787053, "pr_auc_score_False": 0.15105693058765685}}

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': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9541284403669725, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5982692307692308, "roc_auc_score_False": 0.40173076923076917, "pr_auc_score_True": 0.5094209941380288, "pr_auc_score_False": 0.04605060668836934}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9541284403669725, "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": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9541284403669725, "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": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.045871559633027525, "precision_score": 0.045871559633027525, "recall_score": 1.0, "f1_score": 0.08771929824561404, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': 3, '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': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9541284403669725, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4757692307692308, "roc_auc_score_False": 0.5242307692307692, "pr_auc_score_True": 0.052656646496193636, "pr_auc_score_False": 0.5050138167348291}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.045871559633027525, "precision_score": 0.045871559633027525, "recall_score": 1.0, "f1_score": 0.08771929824561404, "roc_auc_score_True": 0.7606153846153846, "roc_auc_score_False": 0.23938461538461542, "pr_auc_score_True": 0.5111123337413861, "pr_auc_score_False": 0.044393998783514826}}

github-actions[bot] commented 2 years ago

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.0001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.045871559633027525, "precision_score": 0.045871559633027525, "recall_score": 1.0, "f1_score": 0.08771929824561404, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

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": 0.9541284403669725, "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": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.9541284403669725, "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": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

github-actions[bot] commented 2 years ago

{'activation': 'relu', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.9541284403669725, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.44903846153846155, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.022935779816513763, "pr_auc_score_False": 0.5229357798165137}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9541284403669725, "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": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

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": 0.9541284403669725, "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": 0.5229357798165137, "pr_auc_score_False": 0.5229357798165137}}

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": 0.05688073394495413, "precision_score": 0.036053130929791274, "recall_score": 0.76, "f1_score": 0.06884057971014494, "roc_auc_score_True": 0.3961153846153846, "roc_auc_score_False": 0.6038076923076923, "pr_auc_score_True": 0.403710265351147, "pr_auc_score_False": 0.27363119266055047}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 10, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9541284403669725, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8421153846153846, "roc_auc_score_False": 0.1578846153846154, "pr_auc_score_True": 0.5390183901291091, "pr_auc_score_False": 0.023713360749188592}}

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': 100, 'max_leaf_nodes': 31, 'min_samples_leaf': 2, '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": 0.9541284403669725, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3211153846153846, "roc_auc_score_False": 0.6788846153846153, "pr_auc_score_True": 0.030410307957917312, "pr_auc_score_False": 0.05955830375166657}}

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': 'liblinear', 'tol': 0.001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.05688073394495413, "precision_score": 0.036053130929791274, "recall_score": 0.76, "f1_score": 0.06884057971014494, "roc_auc_score_True": 0.3982307692307692, "roc_auc_score_False": 0.6016153846153847, "pr_auc_score_True": 0.40378785154770963, "pr_auc_score_False": 0.2638597640891219}}