amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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commons-email #122

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

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github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.6428571428571429, "precision_score": 0.06666666666666667, "recall_score": 0.5, "f1_score": 0.11764705882352941, "roc_auc_score_True": 0.5750000000000001, "roc_auc_score_False": 0.42499999999999993, "pr_auc_score_True": 0.29523809523809524, "pr_auc_score_False": 0.2804232804232804}}

github-actions[bot] commented 2 years ago

{'alpha': 0.1, 'loss': 'log', 'penalty': 'l1'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.047619047619047616, "precision_score": 0.047619047619047616, "recall_score": 1.0, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.675, "roc_auc_score_False": 0.32499999999999996, "pr_auc_score_True": 0.06315789473684211, "pr_auc_score_False": 0.03296777950310559}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 5} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.5714285714285714, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3, "roc_auc_score_False": 0.7, "pr_auc_score_True": 0.023809523809523808, "pr_auc_score_False": 0.5384615384615384}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9523809523809523, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4125, "roc_auc_score_False": 0.5874999999999999, "pr_auc_score_True": 0.28134920634920635, "pr_auc_score_False": 0.31493506493506496}}

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': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.047619047619047616, "precision_score": 0.047619047619047616, "recall_score": 1.0, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.525, "roc_auc_score_False": 0.475, "pr_auc_score_True": 0.525, "pr_auc_score_False": 0.023809523809523808}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 5, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.7142857142857143, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.16249999999999998, "roc_auc_score_False": 0.8375, "pr_auc_score_True": 0.023809523809523808, "pr_auc_score_False": 0.5666666666666667}}

github-actions[bot] commented 2 years ago

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.047619047619047616, "precision_score": 0.047619047619047616, "recall_score": 1.0, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.575, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.29169451871657753, "pr_auc_score_False": 0.03961640211640212}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 'auto', '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': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.047619047619047616, "precision_score": 0.047619047619047616, "recall_score": 1.0, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.11904761904761904, "precision_score": 0.05128205128205128, "recall_score": 1.0, "f1_score": 0.09756097560975609, "roc_auc_score_True": 0.5375, "roc_auc_score_False": 0.4625, "pr_auc_score_True": 0.5256410256410257, "pr_auc_score_False": 0.023809523809523808}}

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": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

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": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

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': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.047619047619047616, "precision_score": 0.047619047619047616, "recall_score": 1.0, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

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": 0.047619047619047616, "precision_score": 0.047619047619047616, "recall_score": 1.0, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

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': 0.0001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.9523809523809523, "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": 0.5238095238095238, "pr_auc_score_False": 0.5238095238095238}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 5, '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': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.047619047619047616, "precision_score": 0.047619047619047616, "recall_score": 1.0, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.4, "roc_auc_score_False": 0.6, "pr_auc_score_True": 0.023809523809523808, "pr_auc_score_False": 0.5294117647058824}}

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': 10, '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": 0.9523809523809523, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3125, "roc_auc_score_False": 0.6875, "pr_auc_score_True": 0.023809523809523808, "pr_auc_score_False": 0.537037037037037}}