amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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sqoop #182

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

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github-actions[bot] commented 2 years ago

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.11607142857142858, "precision_score": 0.11607142857142858, "recall_score": 1.0, "f1_score": 0.208, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.5059523809523809, "precision_score": 0.18090452261306533, "recall_score": 0.9230769230769231, "f1_score": 0.3025210084033613, "roc_auc_score_True": 0.6871276871276871, "roc_auc_score_False": 0.3128723128723129, "pr_auc_score_True": 0.5564550085592799, "pr_auc_score_False": 0.10298187214245609}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.8839285714285714, "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": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

github-actions[bot] commented 2 years ago

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.11607142857142858, "precision_score": 0.11607142857142858, "recall_score": 1.0, "f1_score": 0.208, "roc_auc_score_True": 0.7077613744280411, "roc_auc_score_False": 0.2924976258309592, "pr_auc_score_True": 0.1782041430167084, "pr_auc_score_False": 0.07851275029469373}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.11904761904761904, "precision_score": 0.11641791044776119, "recall_score": 1.0, "f1_score": 0.20855614973262032, "roc_auc_score_True": 0.5067340067340067, "roc_auc_score_False": 0.49326599326599324, "pr_auc_score_True": 0.5587349397590361, "pr_auc_score_False": 0.05803571428571429}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 100} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.8839285714285714, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7312872312872314, "roc_auc_score_False": 0.2687127687127687, "pr_auc_score_True": 0.1795366854486029, "pr_auc_score_False": 0.07545319656908768}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 3, '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": 0.8839285714285714, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7162220495553828, "roc_auc_score_False": 0.284684451351118, "pr_auc_score_True": 0.2016478012068324, "pr_auc_score_False": 0.0749965134066249}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.5505952380952381, "precision_score": 0.1956521739130435, "recall_score": 0.9230769230769231, "f1_score": 0.3228699551569507, "roc_auc_score_True": 0.7444530777864111, "roc_auc_score_False": 0.2555469222135889, "pr_auc_score_True": 0.3630706995476817, "pr_auc_score_False": 0.09023051444687677}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.8839285714285714, "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": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.11607142857142858, "precision_score": 0.11607142857142858, "recall_score": 1.0, "f1_score": 0.208, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

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': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.5059523809523809, "precision_score": 0.18090452261306533, "recall_score": 0.9230769230769231, "f1_score": 0.3025210084033613, "roc_auc_score_True": 0.6871276871276871, "roc_auc_score_False": 0.3128723128723129, "pr_auc_score_True": 0.5564550085592799, "pr_auc_score_False": 0.10298187214245609}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 'auto', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.11607142857142858, "precision_score": 0.11607142857142858, "recall_score": 1.0, "f1_score": 0.208, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

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": 0.8839285714285714, "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": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

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": 0.125, "precision_score": 0.11711711711711711, "recall_score": 1.0, "f1_score": 0.20967741935483872, "roc_auc_score_True": 0.505050505050505, "roc_auc_score_False": 0.494949494949495, "pr_auc_score_True": 0.5585585585585585, "pr_auc_score_False": 0.05803571428571429}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.7202380952380952, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.40740740740740744, "roc_auc_score_False": 0.5925925925925926, "pr_auc_score_True": 0.05803571428571429, "pr_auc_score_False": 0.5693950177935942}}

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": 0.41369047619047616, "precision_score": 0.040697674418604654, "recall_score": 0.1794871794871795, "f1_score": 0.06635071090047394, "roc_auc_score_True": 0.21734438401105066, "roc_auc_score_False": 0.7179055512388846, "pr_auc_score_True": 0.13179205118156956, "pr_auc_score_False": 0.4992670284521097}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.8839285714285714, "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": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

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": 0.8839285714285714, "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": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

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': 300, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.8839285714285714, "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": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

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': 0.1, '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": 0.8839285714285714, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5830527497194165, "roc_auc_score_False": 0.41694725028058355, "pr_auc_score_True": 0.39595898095898097, "pr_auc_score_False": 0.28209530450865383}}

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": 0.8839285714285714, "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": 0.5580357142857143, "pr_auc_score_False": 0.5580357142857143}}

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': 100, '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': True} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.8839285714285714, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6616593283259949, "roc_auc_score_False": 0.33834067167400506, "pr_auc_score_True": 0.17814521220603058, "pr_auc_score_False": 0.0808834418717536}}