amir9979 / HungaBunga

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

ant-ivy #116

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

skip

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": 0.07325383304940375, "precision_score": 0.06206896551724138, "recall_score": 1.0, "f1_score": 0.1168831168831169, "roc_auc_score_True": 0.5063520871143375, "roc_auc_score_False": 0.49364791288566245, "pr_auc_score_True": 0.5310344827586206, "pr_auc_score_False": 0.030664395229982964}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.938671209540034, "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": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

github-actions[bot] commented 2 years ago

{'alpha': 3, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.06303236797274275, "precision_score": 0.06143344709897611, "recall_score": 1.0, "f1_score": 0.1157556270096463, "roc_auc_score_True": 0.564781205888284, "roc_auc_score_False": 0.2018552127445049, "pr_auc_score_True": 0.5091142574418823, "pr_auc_score_False": 0.03564301068536685}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.06132879045996593, "precision_score": 0.06132879045996593, "recall_score": 1.0, "f1_score": 0.11556982343499196, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.606473594548552, "precision_score": 0.024390243902439025, "recall_score": 0.1388888888888889, "f1_score": 0.041493775933609964, "roc_auc_score_True": 0.3984422262552934, "roc_auc_score_False": 0.6015577737447066, "pr_auc_score_True": 0.1093331870470958, "pr_auc_score_False": 0.06524146115740516}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.06132879045996593, "precision_score": 0.06132879045996593, "recall_score": 1.0, "f1_score": 0.11556982343499196, "roc_auc_score_True": 0.5009074410163339, "roc_auc_score_False": 0.49909255898366606, "pr_auc_score_True": 0.5307167235494881, "pr_auc_score_False": 0.030664395229982964}}

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": 0.37649063032367974, "precision_score": 0.08542713567839195, "recall_score": 0.9444444444444444, "f1_score": 0.15668202764976957, "roc_auc_score_True": 0.6418632788868723, "roc_auc_score_False": 0.35813672111312767, "pr_auc_score_True": 0.5166334202659467, "pr_auc_score_False": 0.06203116432183169}}

github-actions[bot] commented 2 years ago

{'alpha': 0.001, 'loss': 'modified_huber', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.06132879045996593, "precision_score": 0.06132879045996593, "recall_score": 1.0, "f1_score": 0.11556982343499196, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

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': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.938671209540034, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.617664851784634, "roc_auc_score_False": 0.382335148215366, "pr_auc_score_True": 0.4509904563336292, "pr_auc_score_False": 0.1362798364859548}}

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": 0.938671209540034, "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": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 10, 'max_samples': 1.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.29642248722316866, "precision_score": 0.07640449438202247, "recall_score": 0.9444444444444444, "f1_score": 0.14137214137214135, "roc_auc_score_True": 0.6306715063520871, "roc_auc_score_False": 0.3692528735632184, "pr_auc_score_True": 0.07770907037515215, "pr_auc_score_False": 0.04395922677242562}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.5809199318568995, "precision_score": 0.0047169811320754715, "recall_score": 0.027777777777777776, "f1_score": 0.008064516129032258, "roc_auc_score_True": 0.32241883444242786, "roc_auc_score_False": 0.6775811655575721, "pr_auc_score_True": 0.046059985928521174, "pr_auc_score_False": 0.5336295665341662}}

github-actions[bot] commented 2 years ago

{'activation': 'identity', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.06132879045996593, "precision_score": 0.06132879045996593, "recall_score": 1.0, "f1_score": 0.11556982343499196, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

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": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.938671209540034, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.42853901996370236, "roc_auc_score_False": 0.5714609800362975, "pr_auc_score_True": 0.0544472862647133, "pr_auc_score_False": 0.038533606697172644}}

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": 0.06132879045996593, "precision_score": 0.06132879045996593, "recall_score": 1.0, "f1_score": 0.11556982343499196, "roc_auc_score_True": 0.8582627545876185, "roc_auc_score_False": 0.1417372454123815, "pr_auc_score_True": 0.45399672130464036, "pr_auc_score_False": 0.033380841036301075}}

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": 0.938671209540034, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6258570276265376, "roc_auc_score_False": 0.37414297237346233, "pr_auc_score_True": 0.5274710139447654, "pr_auc_score_False": 0.033038994780628016}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.938671209540034, "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": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

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": 0.938671209540034, "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": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

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': 0.01, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.06132879045996593, "precision_score": 0.06132879045996593, "recall_score": 1.0, "f1_score": 0.11556982343499196, "roc_auc_score_True": 0.8582879612825166, "roc_auc_score_False": 0.14171203871748334, "pr_auc_score_True": 0.454162112259505, "pr_auc_score_False": 0.033379839094814456}}

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': 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": 0.37649063032367974, "precision_score": 0.08542713567839195, "recall_score": 0.9444444444444444, "f1_score": 0.15668202764976957, "roc_auc_score_True": 0.641964105666465, "roc_auc_score_False": 0.358035894333535, "pr_auc_score_True": 0.5166422747030565, "pr_auc_score_False": 0.03425182300821142}}

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': 0.001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.938671209540034, "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": 0.530664395229983, "pr_auc_score_False": 0.530664395229983}}

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': 5, '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': True} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.938671209540034, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.34419741883444244, "roc_auc_score_False": 0.6558025811655576, "pr_auc_score_True": 0.04176272090232938, "pr_auc_score_False": 0.07719910082238537}}