amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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airavata #115

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

skip

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.0394842868654311, "precision_score": 0.0394842868654311, "recall_score": 1.0, "f1_score": 0.07596899224806201, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5197421434327155, "pr_auc_score_False": 0.5197421434327155}}

github-actions[bot] commented 2 years ago

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.0410958904109589, "precision_score": 0.03954802259887006, "recall_score": 1.0, "f1_score": 0.07608695652173914, "roc_auc_score_True": 0.5367586631968223, "roc_auc_score_False": 0.461400835501986, "pr_auc_score_True": 0.12814991833531733, "pr_auc_score_False": 0.03835956881052337}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9605157131345688, "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": 0.5197421434327155, "pr_auc_score_False": 0.5197421434327155}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 2} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.24335213537469783, "precision_score": 0.027600849256900213, "recall_score": 0.5306122448979592, "f1_score": 0.05247225025227043, "roc_auc_score_True": 0.3814717162032599, "roc_auc_score_False": 0.6185282837967403, "pr_auc_score_True": 0.2883882258506339, "pr_auc_score_False": 0.04893696150746916}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.058823529411764705, "precision_score": 0.04026294165981923, "recall_score": 1.0, "f1_score": 0.07740916271721959, "roc_auc_score_True": 0.5100671140939597, "roc_auc_score_False": 0.4899328859060403, "pr_auc_score_True": 0.5201314708299096, "pr_auc_score_False": 0.01974214343271555}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.0443190975020145, "precision_score": 0.03967611336032389, "recall_score": 1.0, "f1_score": 0.07632398753894082, "roc_auc_score_True": 0.5041946308724832, "roc_auc_score_False": 0.49580536912751677, "pr_auc_score_True": 0.5199025182778229, "pr_auc_score_False": 0.01974214343271555}}

github-actions[bot] commented 2 years ago

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.040290088638195005, "precision_score": 0.03951612903225806, "recall_score": 1.0, "f1_score": 0.0760279286268425, "roc_auc_score_True": 0.5004194630872483, "roc_auc_score_False": 0.49958053691275167, "pr_auc_score_True": 0.519758064516129, "pr_auc_score_False": 0.01974214343271555}}

github-actions[bot] commented 2 years ago

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.0531829170024174, "precision_score": 0.04003267973856209, "recall_score": 1.0, "f1_score": 0.07698350353495678, "roc_auc_score_True": 0.5071308724832215, "roc_auc_score_False": 0.4928691275167785, "pr_auc_score_True": 0.5200163398692811, "pr_auc_score_False": 0.01974214343271555}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 'auto', '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": 0.7187751813053989, "precision_score": 0.058823529411764705, "recall_score": 0.40816326530612246, "f1_score": 0.10282776349614396, "roc_auc_score_True": 0.5482553759758937, "roc_auc_score_False": 0.4517446240241063, "pr_auc_score_True": 0.24163090535370416, "pr_auc_score_False": 0.32108759653333957}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 'log2', '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': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.046736502820306204, "precision_score": 0.03977272727272727, "recall_score": 1.0, "f1_score": 0.07650273224043716, "roc_auc_score_True": 0.5213926174496644, "roc_auc_score_False": 0.4786073825503356, "pr_auc_score_True": 0.5205882352941177, "pr_auc_score_False": 0.01974214343271555}}

github-actions[bot] commented 2 years ago

{'activation': 'relu', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.06365834004834811, "precision_score": 0.03970223325062035, "recall_score": 0.9795918367346939, "f1_score": 0.07631160572337042, "roc_auc_score_True": 0.5088686481303931, "roc_auc_score_False": 0.49108854951376524, "pr_auc_score_True": 0.5102905884490365, "pr_auc_score_False": 0.040356978609662364}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 10, 'max_samples': 1.0, 'n_estimators': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.8654311039484287, "precision_score": 0.008333333333333333, "recall_score": 0.02040816326530612, "f1_score": 0.011834319526627219, "roc_auc_score_True": 0.5552492809204219, "roc_auc_score_False": 0.4447507190795781, "pr_auc_score_True": 0.04258474060365837, "pr_auc_score_False": 0.14029153208212225}}

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": 0.9605157131345688, "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": 0.5197421434327155, "pr_auc_score_False": 0.5197421434327155}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 10} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.8678485092667204, "precision_score": 0.10344827586206896, "recall_score": 0.30612244897959184, "f1_score": 0.15463917525773196, "roc_auc_score_True": 0.47269209697301745, "roc_auc_score_False": 0.527290782084646, "pr_auc_score_True": 0.064118788069583, "pr_auc_score_False": 0.058615806298493486}}

github-actions[bot] commented 2 years ago

{'C': 5, 'max_iter': 1000, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.001, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.048348106365834004, "precision_score": 0.03983739837398374, "recall_score": 1.0, "f1_score": 0.0766223612197029, "roc_auc_score_True": 0.5050335570469799, "roc_auc_score_False": 0.4949664429530201, "pr_auc_score_True": 0.5199349064279902, "pr_auc_score_False": 0.01974214343271555}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 25} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.7034649476228848, "precision_score": 0.04815864022662889, "recall_score": 0.3469387755102041, "f1_score": 0.08457711442786069, "roc_auc_score_True": 0.5270853307766059, "roc_auc_score_False": 0.47291466922339404, "pr_auc_score_True": 0.0592754365774988, "pr_auc_score_False": 0.038626485379221205}}

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": 0.8573730862207897, "precision_score": 0.1144578313253012, "recall_score": 0.3877551020408163, "f1_score": 0.17674418604651163, "roc_auc_score_True": 0.5422544856868923, "roc_auc_score_False": 0.45774551431310784, "pr_auc_score_True": 0.08419463689411724, "pr_auc_score_False": 0.036909083226691224}}

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": 0.9605157131345688, "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": 0.5197421434327155, "pr_auc_score_False": 0.5197421434327155}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9605157131345688, "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": 0.5197421434327155, "pr_auc_score_False": 0.5197421434327155}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 10, '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': 25, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9605157131345688, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.47674976030680727, "roc_auc_score_False": 0.5233016025202026, "pr_auc_score_True": 0.07495616101234784, "pr_auc_score_False": 0.09789027676715542}}

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': 300, '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": 0.9492344883158743, "precision_score": 0.1111111111111111, "recall_score": 0.04081632653061224, "f1_score": 0.05970149253731343, "roc_auc_score_True": 0.4088138611149157, "roc_auc_score_False": 0.4891196411450486, "pr_auc_score_True": 0.048862570517725155, "pr_auc_score_False": 0.4997187815889964}}

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': 50, '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': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9605157131345688, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4731886043007808, "roc_auc_score_False": 0.5268113956992193, "pr_auc_score_True": 0.03408201485149183, "pr_auc_score_False": 0.038908165749128414}}