amir9979 / HungaBunga

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

openjpa #158

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": 0.2319277108433735, "precision_score": 0.025477707006369428, "recall_score": 1.0, "f1_score": 0.04968944099378882, "roc_auc_score_True": 0.6357581967213114, "roc_auc_score_False": 0.3642418032786885, "pr_auc_score_True": 0.5136798905608755, "pr_auc_score_False": 0.010040160642570281}}

github-actions[bot] commented 2 years ago

{'alpha': 0.1, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.6649096385542169, "precision_score": 0.0023790642347343376, "recall_score": 0.0375, "f1_score": 0.0044742729306487695, "roc_auc_score_True": 0.35763319672131155, "roc_auc_score_False": 0.6423668032786886, "pr_auc_score_True": 0.029603186735841065, "pr_auc_score_False": 0.49576532350481617}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9799196787148594, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4931608606557377, "roc_auc_score_False": 0.5068391393442623, "pr_auc_score_True": 0.49152876939858203, "pr_auc_score_False": 0.044038654618473894}}

github-actions[bot] commented 2 years ago

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.034889558232931724, "precision_score": 0.01964786935442715, "recall_score": 0.9625, "f1_score": 0.03850962740685171, "roc_auc_score_True": 0.6871782146516392, "roc_auc_score_False": 0.27704597848360657, "pr_auc_score_True": 0.3126416503525141, "pr_auc_score_False": 0.03266324361494795}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9799196787148594, "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": 0.5100401606425703, "pr_auc_score_False": 0.5100401606425703}}

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': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9799196787148594, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6724193135245902, "roc_auc_score_False": 0.32758068647540983, "pr_auc_score_True": 0.36166159858182945, "pr_auc_score_False": 0.037623912254454994}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 10, '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": 0.9799196787148594, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6305776127049181, "roc_auc_score_False": 0.3694223872950819, "pr_auc_score_True": 0.44099567374875404, "pr_auc_score_False": 0.034205367351003324}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.02359437751004016, "precision_score": 0.020151133501259445, "recall_score": 1.0, "f1_score": 0.03950617283950617, "roc_auc_score_True": 0.5017930327868853, "roc_auc_score_False": 0.49820696721311475, "pr_auc_score_True": 0.5100755667506297, "pr_auc_score_False": 0.010040160642570281}}

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": 0.13830321285140562, "precision_score": 0.02277255906632508, "recall_score": 1.0, "f1_score": 0.044531032563317564, "roc_auc_score_True": 0.5603227459016393, "roc_auc_score_False": 0.43967725409836067, "pr_auc_score_True": 0.5113862795331625, "pr_auc_score_False": 0.010040160642570281}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 10, '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": 0.748995983935743, "precision_score": 0.045454545454545456, "recall_score": 0.575, "f1_score": 0.08424908424908426, "roc_auc_score_True": 0.6903752561475409, "roc_auc_score_False": 0.309624743852459, "pr_auc_score_True": 0.31422751121789205, "pr_auc_score_False": 0.124561129242563}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.020080321285140562, "precision_score": 0.020080321285140562, "recall_score": 1.0, "f1_score": 0.03937007874015748, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5100401606425703, "pr_auc_score_False": 0.5100401606425703}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.8744979919678715, "precision_score": 0.0914396887159533, "recall_score": 0.5875, "f1_score": 0.15824915824915822, "roc_auc_score_True": 0.7479236039959016, "roc_auc_score_False": 0.25207639600409837, "pr_auc_score_True": 0.25076632863069426, "pr_auc_score_False": 0.03694428023816073}}

github-actions[bot] commented 2 years ago

{'activation': 'identity', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.9799196787148594, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4958103867827869, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.01819475118148535, "pr_auc_score_False": 0.5100401606425703}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.001, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.020582329317269075, "precision_score": 0.020090406830738324, "recall_score": 1.0, "f1_score": 0.03938946331856229, "roc_auc_score_True": 0.7877097207991803, "roc_auc_score_False": 0.2122902792008197, "pr_auc_score_True": 0.17100219847545772, "pr_auc_score_False": 0.011677751336448633}}

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": "RandomForestClassifier", "scores": {"accuracy_score": 0.9799196787148594, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7229059938524591, "roc_auc_score_False": 0.277094006147541, "pr_auc_score_True": 0.31599725256078587, "pr_auc_score_False": 0.012154479394457355}}

github-actions[bot] commented 2 years ago

{'categorical_features': None, 'early_stopping': 'auto', 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 5, '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': 0.01, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.8755020080321285, "precision_score": 0.09055118110236221, "recall_score": 0.575, "f1_score": 0.1564625850340136, "roc_auc_score_True": 0.7400326588114754, "roc_auc_score_False": 0.2599673411885246, "pr_auc_score_True": 0.08715762413032599, "pr_auc_score_False": 0.01288792915723364}}

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': 1000, '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": 0.020582329317269075, "precision_score": 0.020090406830738324, "recall_score": 1.0, "f1_score": 0.03938946331856229, "roc_auc_score_True": 0.7891249359631147, "roc_auc_score_False": 0.21087506403688522, "pr_auc_score_True": 0.18685109126739824, "pr_auc_score_False": 0.01165197507048127}}