incubator-ratis

[amir9979]

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{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.8319783197831978, "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": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'alpha': 1.0, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.16802168021680217, "precision_score": 0.16802168021680217, "recall_score": 1.0, "f1_score": 0.2877030162412993, "roc_auc_score_True": 0.5727119890721866, "roc_auc_score_False": 0.41268256803614584, "pr_auc_score_True": 0.32308050997248744, "pr_auc_score_False": 0.13203738730910972}}

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{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 3, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.6260162601626016, "precision_score": 0.18333333333333332, "recall_score": 0.3548387096774194, "f1_score": 0.24175824175824173, "roc_auc_score_True": 0.5104549753073448, "roc_auc_score_False": 0.48954502469265526, "pr_auc_score_True": 0.3200268903247834, "pr_auc_score_False": 0.4342111593458731}}

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{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.16802168021680217, "precision_score": 0.16802168021680217, "recall_score": 1.0, "f1_score": 0.2877030162412993, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.8319783197831978, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49348534201954397, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.08401084010840108, "pr_auc_score_False": 0.5840108401084011}}

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{'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": 0.8319783197831978, "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": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.8319783197831978, "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": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.16802168021680217, "precision_score": 0.16802168021680217, "recall_score": 1.0, "f1_score": 0.2877030162412993, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

[github-actions[bot]]

{'activation': 'relu', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.22493224932249323, "precision_score": 0.1781609195402299, "recall_score": 1.0, "f1_score": 0.30243902439024395, "roc_auc_score_True": 0.5504885993485342, "roc_auc_score_False": 0.4495114006514658, "pr_auc_score_True": 0.591715976331361, "pr_auc_score_False": 0.08401084010840108}}

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{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.8319783197831978, "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": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.8319783197831978, "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": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'C': 1, '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': 0.001, 'verbose': 0, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.8319783197831978, "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": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'Cs': 10, 'class_weight': None, 'cv': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1.0, 'l1_ratios': None, 'max_iter': 1000, '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": 0.8319783197831978, "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": 0.5840108401084011, "pr_auc_score_False": 0.5840108401084011}}

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{'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': 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": 0.8319783197831978, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.48103393926657567, "roc_auc_score_False": 0.5189660607334243, "pr_auc_score_True": 0.14404832051643332, "pr_auc_score_False": 0.15330600612908787}}