amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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myfaces-extcdi #154

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

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github-actions[bot] commented 2 years ago

{'alpha': 0.001, 'loss': 'modified_huber', 'penalty': 'l1'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.6324324324324324, "precision_score": 0.08391608391608392, "recall_score": 0.7058823529411765, "f1_score": 0.15, "roc_auc_score_True": 0.667388768538577, "roc_auc_score_False": 0.33261123146142313, "pr_auc_score_True": 0.401655975185387, "pr_auc_score_False": 0.17428825560465883}}

github-actions[bot] commented 2 years ago

{'C': 0.1, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.001, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.15675675675675677, "precision_score": 0.05167173252279635, "recall_score": 1.0, "f1_score": 0.09826589595375722, "roc_auc_score_True": 0.7520413264455924, "roc_auc_score_False": 0.2479586735544076, "pr_auc_score_True": 0.5175430893244926, "pr_auc_score_False": 0.024254156116901217}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 2} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9486486486486486, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4971671388101983, "roc_auc_score_False": 0.5028328611898016, "pr_auc_score_True": 0.022972972972972974, "pr_auc_score_False": 0.5230978260869565}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 100} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9540540540540541, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7415430761539743, "roc_auc_score_False": 0.2584569238460257, "pr_auc_score_True": 0.1185441518203558, "pr_auc_score_False": 0.028057328321327797}}

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': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.5513513513513514, "precision_score": 0.037267080745341616, "recall_score": 0.35294117647058826, "f1_score": 0.06741573033707865, "roc_auc_score_True": 0.4415930678220297, "roc_auc_score_False": 0.5584069321779703, "pr_auc_score_True": 0.06534848867409608, "pr_auc_score_False": 0.10456322256600262}}

github-actions[bot] commented 2 years ago

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.3675675675675676, "precision_score": 0.06072874493927125, "recall_score": 0.8823529411764706, "f1_score": 0.11363636363636362, "roc_auc_score_True": 0.6982169638393599, "roc_auc_score_False": 0.3017830361606399, "pr_auc_score_True": 0.08438631706632593, "pr_auc_score_False": 0.059595771081472404}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 10} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9540540540540541, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6322279620063324, "roc_auc_score_False": 0.36777203799366776, "pr_auc_score_True": 0.32290626189734606, "pr_auc_score_False": 0.06496659257630313}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9540540540540541, "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": 0.522972972972973, "pr_auc_score_False": 0.522972972972973}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9243243243243243, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4546742209631728, "roc_auc_score_False": 0.5439093484419264, "pr_auc_score_True": 0.022972972972972974, "pr_auc_score_False": 0.5250737463126843}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': None, '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": 0.9540540540540541, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.495417430428262, "roc_auc_score_False": 0.5045825695717381, "pr_auc_score_True": 0.07103338632750399, "pr_auc_score_False": 0.49512799244257044}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': 'log2', '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': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9540540540540541, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3830194967505416, "roc_auc_score_False": 0.6169805032494584, "pr_auc_score_True": 0.026621621621621624, "pr_auc_score_False": 0.5019070541129365}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.8837837837837837, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4631728045325779, "roc_auc_score_False": 0.5368271954674221, "pr_auc_score_True": 0.022972972972972974, "pr_auc_score_False": 0.5247093023255814}}

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": 0.9540540540540541, "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": 0.522972972972973, "pr_auc_score_False": 0.522972972972973}}

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": 0.9108108108108108, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4660056657223796, "roc_auc_score_False": 0.5240793201133145, "pr_auc_score_True": 0.022972972972972974, "pr_auc_score_False": 0.5240793201133145}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.08108108108108109, "precision_score": 0.039886039886039885, "recall_score": 0.8235294117647058, "f1_score": 0.07608695652173912, "roc_auc_score_True": 0.43442759540076653, "roc_auc_score_False": 0.5655724045992335, "pr_auc_score_True": 0.43576177987942694, "pr_auc_score_False": 0.18610158145761863}}

github-actions[bot] commented 2 years ago

{'activation': 'tanh', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.20270270270270271, "precision_score": 0.05161290322580645, "recall_score": 0.9411764705882353, "f1_score": 0.09785932721712538, "roc_auc_score_True": 0.6402266288951841, "roc_auc_score_False": 0.35985669055157476, "pr_auc_score_True": 0.04732950395824867, "pr_auc_score_False": 0.031027101093173002}}

github-actions[bot] commented 2 years ago

{'C': 0.1, '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': 0.001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.7648648648648648, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.25070821529745047, "roc_auc_score_False": 0.6147308781869689, "pr_auc_score_True": 0.022972972972972974, "pr_auc_score_False": 0.5294117647058824}}

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": 0.9540540540540541, "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": 0.522972972972973, "pr_auc_score_False": 0.522972972972973}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'hamming', 'n_neighbors': 15, 'p': 1, 'weights': 'distance'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9540540540540541, "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": 0.522972972972973, "pr_auc_score_False": 0.522972972972973}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 25, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.7513513513513513, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5624062656223963, "roc_auc_score_False": 0.43759373437760374, "pr_auc_score_True": 0.04657837744981662, "pr_auc_score_False": 0.03616324525722785}}

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': 'l1', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.4027027027027027, "precision_score": 0.06779661016949153, "recall_score": 0.9411764705882353, "f1_score": 0.12648221343873517, "roc_auc_score_True": 0.6977170471588068, "roc_auc_score_False": 0.2990334944175971, "pr_auc_score_True": 0.48393261962523804, "pr_auc_score_False": 0.05547427827249389}}

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': 1000, 'max_leaf_nodes': 31, 'min_samples_leaf': 2, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 0.01, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9351351351351351, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5489085152474589, "roc_auc_score_False": 0.45109148475254124, "pr_auc_score_True": 0.047063325188325185, "pr_auc_score_False": 0.185934644781064}}