amir9979 / HungaBunga

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

attic-ode #118

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': 'l1'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.04179728317659352, "precision_score": 0.03270042194092827, "recall_score": 1.0, "f1_score": 0.06332992849846783, "roc_auc_score_True": 0.5048596112311015, "roc_auc_score_False": 0.4951403887688985, "pr_auc_score_True": 0.5163502109704642, "pr_auc_score_False": 0.01619644723092999}}

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": 0.96760710553814, "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": 0.51619644723093, "pr_auc_score_False": 0.51619644723093}}

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": 0.96760710553814, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5178185745140389, "roc_auc_score_False": 0.4821814254859611, "pr_auc_score_True": 0.5167748917748918, "pr_auc_score_False": 0.01619644723092999}}

github-actions[bot] commented 2 years ago

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.03239289446185998, "precision_score": 0.03239289446185998, "recall_score": 1.0, "f1_score": 0.06275303643724697, "roc_auc_score_True": 0.5384414408137671, "roc_auc_score_False": 0.33996377064028427, "pr_auc_score_True": 0.4241285238231329, "pr_auc_score_False": 0.023156537296316712}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9665621734587252, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7183864000557374, "roc_auc_score_False": 0.27476834111335613, "pr_auc_score_True": 0.03537135509905978, "pr_auc_score_False": 0.09862918085145615}}

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": 0.96760710553814, "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": 0.51619644723093, "pr_auc_score_False": 0.51619644723093}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.96760710553814, "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": 0.51619644723093, "pr_auc_score_False": 0.51619644723093}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.05642633228840126, "precision_score": 0.033190578158458245, "recall_score": 1.0, "f1_score": 0.06424870466321243, "roc_auc_score_True": 0.5124190064794816, "roc_auc_score_False": 0.48758099352051837, "pr_auc_score_True": 0.5165952890792291, "pr_auc_score_False": 0.01619644723092999}}

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": 0.19540229885057472, "precision_score": 0.03870162297128589, "recall_score": 1.0, "f1_score": 0.07451923076923075, "roc_auc_score_True": 0.5869330453563715, "roc_auc_score_False": 0.4130669546436285, "pr_auc_score_True": 0.5194723618090452, "pr_auc_score_False": 0.01619644723092999}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.03239289446185998, "precision_score": 0.03239289446185998, "recall_score": 1.0, "f1_score": 0.06275303643724697, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.51619644723093, "pr_auc_score_False": 0.51619644723093}}

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": 0.8672936259143156, "precision_score": 0.01020408163265306, "recall_score": 0.03225806451612903, "f1_score": 0.015503875968992248, "roc_auc_score_True": 0.4337594927889639, "roc_auc_score_False": 0.566240507211036, "pr_auc_score_True": 0.02285579555626151, "pr_auc_score_False": 0.45650181654698474}}

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": 0.8652037617554859, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.37095032397408206, "roc_auc_score_False": 0.5593952483801297, "pr_auc_score_True": 0.01619644723092999, "pr_auc_score_False": 0.5182998819362455}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.03239289446185998, "precision_score": 0.03239289446185998, "recall_score": 1.0, "f1_score": 0.06275303643724697, "roc_auc_score_True": 0.8074966905873335, "roc_auc_score_False": 0.19250330941266633, "pr_auc_score_True": 0.411488812636558, "pr_auc_score_False": 0.01794251868016586}}

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": 0.96760710553814, "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": 0.51619644723093, "pr_auc_score_False": 0.51619644723093}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 25} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.6300940438871473, "precision_score": 0.057534246575342465, "recall_score": 0.6774193548387096, "f1_score": 0.10606060606060606, "roc_auc_score_True": 0.6982512366752595, "roc_auc_score_False": 0.30174876332474043, "pr_auc_score_True": 0.06178579514288201, "pr_auc_score_False": 0.02116342880790482}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.96760710553814, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.531317494600432, "roc_auc_score_False": 0.468682505399568, "pr_auc_score_True": 0.5172413793103449, "pr_auc_score_False": 0.01619644723092999}}

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': 'l2', 'random_state': None, 'solver': 'liblinear', 'tol': 0.001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.7460815047021944, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.2982303351215774, "roc_auc_score_False": 0.6317494600431965, "pr_auc_score_True": 0.01694308560124379, "pr_auc_score_False": 0.5217391304347826}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.96760710553814, "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": 0.51619644723093, "pr_auc_score_False": 0.51619644723093}}

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": 0.96760710553814, "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": 0.51619644723093, "pr_auc_score_False": 0.51619644723093}}

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': 2, '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": 0.6415882967607106, "precision_score": 0.024390243902439025, "recall_score": 0.25806451612903225, "f1_score": 0.04456824512534819, "roc_auc_score_True": 0.45042848185048423, "roc_auc_score_False": 0.5495715181495158, "pr_auc_score_True": 0.024688546748666718, "pr_auc_score_False": 0.025756924501228684}}

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': 1000, '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": 0.03239289446185998, "precision_score": 0.03239289446185998, "recall_score": 1.0, "f1_score": 0.06275303643724697, "roc_auc_score_True": 0.5437365010799136, "roc_auc_score_False": 0.4562634989200864, "pr_auc_score_True": 0.5176940639269406, "pr_auc_score_False": 0.01619644723092999}}

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': 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': True} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9665621734587252, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.48730230613808956, "roc_auc_score_False": 0.5126976938619103, "pr_auc_score_True": 0.02914113344399189, "pr_auc_score_False": 0.03022123438846132}}