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amir9979 / HungaBunga

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

spring-data-elasticsearch #173

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

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github-actions[bot] commented 2 years ago

{'alpha': 0.1, 'loss': 'log', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.7702702702702703, "precision_score": 0.061224489795918366, "recall_score": 0.12, "f1_score": 0.08108108108108107, "roc_auc_score_True": 0.43800738007380075, "roc_auc_score_False": 0.524649446494465, "pr_auc_score_True": 0.11924549549549548, "pr_auc_score_False": 0.4895804316135386}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 10} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9155405405405406, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5206642066420665, "roc_auc_score_False": 0.47933579335793364, "pr_auc_score_True": 0.34380535811919083, "pr_auc_score_False": 0.06265574084723022}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 1000, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

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": 0.8851351351351351, "precision_score": 0.09090909090909091, "recall_score": 0.04, "f1_score": 0.05555555555555555, "roc_auc_score_True": 0.4643542435424355, "roc_auc_score_False": 0.5356457564575646, "pr_auc_score_True": 0.10117936117936117, "pr_auc_score_False": 0.2422126600284495}}

github-actions[bot] commented 2 years ago

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.40202702702702703, "precision_score": 0.08695652173913043, "recall_score": 0.64, "f1_score": 0.15311004784688995, "roc_auc_score_True": 0.6275276752767527, "roc_auc_score_False": 0.3721033210332103, "pr_auc_score_True": 0.2728938639309189, "pr_auc_score_False": 0.0631962901299713}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.11486486486486487, "precision_score": 0.08421052631578947, "recall_score": 0.96, "f1_score": 0.15483870967741936, "roc_auc_score_True": 0.49808118081180813, "roc_auc_score_False": 0.5019188191881918, "pr_auc_score_True": 0.044195425432769525, "pr_auc_score_False": 0.09857467901836503}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9155405405405406, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5442804428044281, "roc_auc_score_False": 0.45571955719557194, "pr_auc_score_True": 0.5459558823529411, "pr_auc_score_False": 0.04222972972972973}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 10} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.6452702702702703, "precision_score": 0.10784313725490197, "recall_score": 0.44, "f1_score": 0.1732283464566929, "roc_auc_score_True": 0.6417712177121772, "roc_auc_score_False": 0.3544649446494465, "pr_auc_score_True": 0.09485853795255844, "pr_auc_score_False": 0.059227677219067645}}

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': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

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': 2, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9155405405405406, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7000738007380074, "roc_auc_score_False": 0.29992619926199265, "pr_auc_score_True": 0.5176130789379688, "pr_auc_score_False": 0.08826138798645192}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.11148648648648649, "precision_score": 0.08680555555555555, "recall_score": 1.0, "f1_score": 0.1597444089456869, "roc_auc_score_True": 0.514760147601476, "roc_auc_score_False": 0.48523985239852396, "pr_auc_score_True": 0.5434027777777778, "pr_auc_score_False": 0.04222972972972973}}

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": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

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": 0.10810810810810811, "precision_score": 0.08362369337979095, "recall_score": 0.96, "f1_score": 0.15384615384615385, "roc_auc_score_True": 0.4946125461254613, "roc_auc_score_False": 0.505239852398524, "pr_auc_score_True": 0.5234894616654681, "pr_auc_score_False": 0.1160960960960961}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

github-actions[bot] commented 2 years ago

{'activation': 'relu', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.12162162162162163, "precision_score": 0.08480565371024736, "recall_score": 0.96, "f1_score": 0.15584415584415587, "roc_auc_score_True": 0.5012546125461255, "roc_auc_score_False": 0.4979335793357934, "pr_auc_score_True": 0.5240230216141757, "pr_auc_score_False": 0.09913028413028413}}

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": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

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": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 'auto', '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': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9155405405405406, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5479704797047971, "roc_auc_score_False": 0.452029520295203, "pr_auc_score_True": 0.34575, "pr_auc_score_False": 0.06408982511923689}}

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": 0.9155405405405406, "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": 0.5422297297297297, "pr_auc_score_False": 0.5422297297297297}}

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': 100, '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": 0.9155405405405406, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6051660516605166, "roc_auc_score_False": 0.3948339483394834, "pr_auc_score_True": 0.10868862570880614, "pr_auc_score_False": 0.05845216686385549}}