amir9979 / HungaBunga

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

myfaces #153

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

skip

github-actions[bot] commented 2 years ago

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.5292479108635098, "precision_score": 0.02927400468384075, "recall_score": 0.6097560975609756, "f1_score": 0.0558659217877095, "roc_auc_score_True": 0.5685610590427456, "roc_auc_score_False": 0.43143894095725444, "pr_auc_score_True": 0.32397187563494295, "pr_auc_score_False": 0.210587333569232}}

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": 0.977158774373259, "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": 0.5114206128133705, "pr_auc_score_False": 0.5114206128133705}}

github-actions[bot] commented 2 years ago

{'alpha': 3, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.022841225626740947, "precision_score": 0.022841225626740947, "recall_score": 1.0, "f1_score": 0.04466230936819172, "roc_auc_score_True": 0.5616778374169147, "roc_auc_score_False": 0.3686625691798537, "pr_auc_score_True": 0.394302490521364, "pr_auc_score_False": 0.016669755589274724}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.977158774373259, "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": 0.5114206128133705, "pr_auc_score_False": 0.5114206128133705}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.743175487465181, "precision_score": 0.03125, "recall_score": 0.34146341463414637, "f1_score": 0.05725971370143149, "roc_auc_score_True": 0.5544747893317017, "roc_auc_score_False": 0.44232694607447787, "pr_auc_score_True": 0.19351746601292535, "pr_auc_score_False": 0.27115205674946175}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, '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": 0.977158774373259, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5416747782073033, "roc_auc_score_False": 0.45832522179269686, "pr_auc_score_True": 0.3936336351970739, "pr_auc_score_False": 0.13914796084084777}}

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': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.977158774373259, "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": 0.5114206128133705, "pr_auc_score_False": 0.5114206128133705}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.022841225626740947, "precision_score": 0.022841225626740947, "recall_score": 1.0, "f1_score": 0.04466230936819172, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5114206128133705, "pr_auc_score_False": 0.5114206128133705}}

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': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.977158774373259, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5146842061351059, "roc_auc_score_False": 0.4854757070945852, "pr_auc_score_True": 0.023344299636984915, "pr_auc_score_False": 0.021975832207982604}}

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": 0.7487465181058496, "precision_score": 0.02981651376146789, "recall_score": 0.3170731707317073, "f1_score": 0.05450733752620546, "roc_auc_score_True": 0.5427037850766194, "roc_auc_score_False": 0.45279083349556415, "pr_auc_score_True": 0.18153826236471862, "pr_auc_score_False": 0.3431961506324464}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.977158774373259, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5963581500125149, "roc_auc_score_False": 0.4036418499874851, "pr_auc_score_True": 0.34894998421956397, "pr_auc_score_False": 0.08973525035971892}}

github-actions[bot] commented 2 years ago

{'activation': 'identity', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.6891364902506963, "precision_score": 0.029143897996357013, "recall_score": 0.3902439024390244, "f1_score": 0.05423728813559322, "roc_auc_score_True": 0.539880968935117, "roc_auc_score_False": 0.45751175014600776, "pr_auc_score_True": 0.21636046781369406, "pr_auc_score_False": 0.3193866769422383}}

github-actions[bot] commented 2 years ago

{'C': 1, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.977158774373259, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49344355758266817, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.011420612813370474, "pr_auc_score_False": 0.5114206128133705}}

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": 0.977158774373259, "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": 0.5114206128133705, "pr_auc_score_False": 0.5114206128133705}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 10} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9220055710306406, "precision_score": 0.02857142857142857, "recall_score": 0.07317073170731707, "f1_score": 0.04109589041095891, "roc_auc_score_True": 0.4688934004505382, "roc_auc_score_False": 0.5311065995494618, "pr_auc_score_True": 0.022136042064428617, "pr_auc_score_False": 0.09643130911300264}}

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': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.022841225626740947, "precision_score": 0.022841225626740947, "recall_score": 1.0, "f1_score": 0.04466230936819172, "roc_auc_score_True": 0.6360444419723559, "roc_auc_score_False": 0.3639555580276442, "pr_auc_score_True": 0.23572978624043234, "pr_auc_score_False": 0.016210147792434973}}

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': 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": 0.977158774373259, "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": 0.5114206128133705, "pr_auc_score_False": 0.5114206128133705}}

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': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9108635097493036, "precision_score": 0.016260162601626018, "recall_score": 0.04878048780487805, "f1_score": 0.024390243902439025, "roc_auc_score_True": 0.4368134160246961, "roc_auc_score_False": 0.5631865839753039, "pr_auc_score_True": 0.020501380548125017, "pr_auc_score_False": 0.032525729971240036}}

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": 0.977158774373259, "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": 0.5114206128133705, "pr_auc_score_False": 0.5114206128133705}}