Usage of AutoML loop, and hyperparams with sklearn models.

This demonstrates how you can build an AutoML loop that finds the best possible sklearn classifier. It also shows you how to add hyperparams to sklearn steps using SKLearnWrapper. This example has been derived and simplified from the following repository: https://github.com/Neuraxio/Kata-Clean-Machine-Learning-From-Dirty-Code Here, 2D data is fitted, whereas in the original example 3D (sequential / time series) data is preprocessed and then fitted with the same models.

Out:

trial 1/7
fitting trial 1/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "RandomForestClassifier"
}


epoch 1/1
main train: 1.0
main validation: 0.98125
success trial 1/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "RandomForestClassifier"
}
 score: 0.98125

trial 2/7
fitting trial 2/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "RandomForestClassifier"
}


epoch 1/1
main train: 1.0
main validation: 0.980625
success trial 2/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "RandomForestClassifier"
}
 score: 0.980625

trial 3/7
fitting trial 3/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "LogisticRegression"
}


epoch 1/1
main train: 1.0
main validation: 0.979375
success trial 3/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "LogisticRegression"
}
 score: 0.979375

trial 4/7
fitting trial 4/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
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    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
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    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
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    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "RidgeClassifier"
}


epoch 1/1
main train: 1.0
main validation: 0.98125
success trial 4/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "RidgeClassifier"
}
 score: 0.98125

trial 5/7
fitting trial 5/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "SKLearnWrapper_ExtraTreeClassifier"
}


epoch 1/1
main train: 1.0
main validation: 0.981875
success trial 5/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "SKLearnWrapper_ExtraTreeClassifier"
}
 score: 0.981875

trial 6/7
fitting trial 6/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__ccp_alpha": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__class_weight": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__criterion": "gini",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_depth": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__oob_score": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__warm_start": false,
    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__random_state": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
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    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "SKLearnWrapper_ExtraTreeClassifier"
}


epoch 1/1
main train: 1.0
main validation: 0.981875
success trial 6/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__class_weight": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__fit_intercept": true,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__l1_ratio": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__random_state": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__solver": "lbfgs",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__verbose": 0,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__warm_start": false,
    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_samples": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_leaf": 1,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_samples_split": 2,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_estimators": 100,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__n_jobs": null,
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__random_state": null,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__verbose": 0,
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    "ChooseOneStepOf__RandomForestClassifier__enabled": false,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__class_weight": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__copy_X": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__fit_intercept": true,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__max_iter": null,
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__normalize": false,
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    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
    "ChooseOneStepOf__RidgeClassifier__enabled": false,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
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    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_features": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__presort": "deprecated",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__splitter": "best",
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__class_weight": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_features": "auto",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_leaf_nodes": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__random_state": null,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "SKLearnWrapper_ExtraTreeClassifier"
}
 score: 0.981875

trial 7/7
fitting trial 7/7 split 1/1
hyperparams: {
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__C": 1.0,
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    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
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    "ChooseOneStepOf__LogisticRegression__enabled": false,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__bootstrap": true,
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_features": "auto",
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__max_leaf_nodes": null,
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    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_decrease": 0.0,
    "ChooseOneStepOf__RandomForestClassifier__Optional(RandomForestClassifier)__SKLearnWrapper_RandomForestClassifier__min_impurity_split": null,
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    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
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    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__solver": "auto",
    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__tol": 0.001,
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    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__ccp_alpha": 0.0,
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    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__criterion": "gini",
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    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_impurity_split": null,
    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__Optional(SKLearnWrapper_DecisionTreeClassifier)__min_samples_leaf": 1,
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    "ChooseOneStepOf__SKLearnWrapper_DecisionTreeClassifier__enabled": true,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__ccp_alpha": 0.0,
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    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__criterion": "gini",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__max_depth": null,
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    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_impurity_decrease": 0.0,
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    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_leaf": 1,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_samples_split": 2,
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__min_weight_fraction_leaf": 0.0,
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    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__Optional(SKLearnWrapper_ExtraTreeClassifier)__splitter": "random",
    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "SKLearnWrapper_DecisionTreeClassifier"
}


epoch 1/1
main train: 1.0
main validation: 0.979375
success trial 7/7 split 1/1
hyperparams: {
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    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__dual": false,
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    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__intercept_scaling": 1,
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    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__max_iter": 100,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__multi_class": "auto",
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__n_jobs": null,
    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__penalty": "l2",
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    "ChooseOneStepOf__LogisticRegression__Optional(LogisticRegression)__SKLearnWrapper_LogisticRegression__tol": 0.0001,
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    "ChooseOneStepOf__RidgeClassifier__Optional(RidgeClassifier)__SKLearnWrapper_RidgeClassifier__alpha": 1.0,
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    "ChooseOneStepOf__SKLearnWrapper_ExtraTreeClassifier__enabled": false,
    "ChooseOneStepOf__choice": "SKLearnWrapper_DecisionTreeClassifier"
}
 score: 0.979375
best hyperparams:
{
    "ChooseOneStepOf": {
        "LogisticRegression": {
            "Optional(LogisticRegression)": {
                "SKLearnWrapper_LogisticRegression": {
                    "C": 1.0,
                    "class_weight": null,
                    "dual": false,
                    "fit_intercept": true,
                    "intercept_scaling": 1,
                    "l1_ratio": null,
                    "max_iter": 100,
                    "multi_class": "auto",
                    "n_jobs": null,
                    "penalty": "l2",
                    "random_state": null,
                    "solver": "lbfgs",
                    "tol": 0.0001,
                    "verbose": 0,
                    "warm_start": false
                }
            },
            "enabled": false
        },
        "RandomForestClassifier": {
            "Optional(RandomForestClassifier)": {
                "SKLearnWrapper_RandomForestClassifier": {
                    "bootstrap": true,
                    "ccp_alpha": 0.0,
                    "class_weight": null,
                    "criterion": "gini",
                    "max_depth": null,
                    "max_features": "auto",
                    "max_leaf_nodes": null,
                    "max_samples": null,
                    "min_impurity_decrease": 0.0,
                    "min_impurity_split": null,
                    "min_samples_leaf": 1,
                    "min_samples_split": 2,
                    "min_weight_fraction_leaf": 0.0,
                    "n_estimators": 100,
                    "n_jobs": null,
                    "oob_score": false,
                    "random_state": null,
                    "verbose": 0,
                    "warm_start": false
                }
            },
            "enabled": false
        },
        "RidgeClassifier": {
            "Optional(RidgeClassifier)": {
                "SKLearnWrapper_RidgeClassifier": {
                    "alpha": 1.0,
                    "class_weight": null,
                    "copy_X": true,
                    "fit_intercept": true,
                    "max_iter": null,
                    "normalize": false,
                    "random_state": null,
                    "solver": "auto",
                    "tol": 0.001
                }
            },
            "enabled": false
        },
        "SKLearnWrapper_DecisionTreeClassifier": {
            "Optional(SKLearnWrapper_DecisionTreeClassifier)": {
                "ccp_alpha": 0.0,
                "class_weight": null,
                "criterion": "gini",
                "max_depth": null,
                "max_features": null,
                "max_leaf_nodes": null,
                "min_impurity_decrease": 0.0,
                "min_impurity_split": null,
                "min_samples_leaf": 1,
                "min_samples_split": 2,
                "min_weight_fraction_leaf": 0.0,
                "presort": "deprecated",
                "random_state": null,
                "splitter": "best"
            },
            "enabled": true
        },
        "SKLearnWrapper_ExtraTreeClassifier": {
            "Optional(SKLearnWrapper_ExtraTreeClassifier)": {
                "ccp_alpha": 0.0,
                "class_weight": null,
                "criterion": "gini",
                "max_depth": null,
                "max_features": "auto",
                "max_leaf_nodes": null,
                "min_impurity_decrease": 0.0,
                "min_impurity_split": null,
                "min_samples_leaf": 1,
                "min_samples_split": 2,
                "min_weight_fraction_leaf": 0.0,
                "random_state": null,
                "splitter": "random"
            },
            "enabled": false
        },
        "choice": "SKLearnWrapper_ExtraTreeClassifier"
    }
}
Test accuracy score: 0.9815

import shutil

from sklearn.datasets import make_classification
from sklearn.ensemble import RandomForestClassifier
from sklearn.linear_model import RidgeClassifier, LogisticRegression
from sklearn.metrics import accuracy_score
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier, ExtraTreeClassifier

from neuraxle.hyperparams.distributions import Choice, RandInt, Boolean, LogUniform
from neuraxle.hyperparams.space import HyperparameterSpace
from neuraxle.metaopt.auto_ml import AutoML, RandomSearchHyperparameterSelectionStrategy, ValidationSplitter, \
    HyperparamsJSONRepository
from neuraxle.metaopt.callbacks import ScoringCallback
from neuraxle.pipeline import Pipeline
from neuraxle.steps.flow import ChooseOneStepOf
from neuraxle.steps.numpy import NumpyRavel
from neuraxle.steps.output_handlers import OutputTransformerWrapper
from neuraxle.steps.sklearn import SKLearnWrapper


def main():
    # Define classification models, and hyperparams.
    # See also HyperparameterSpace documentation : https://www.neuraxle.org/stable/api/neuraxle.hyperparams.space.html#neuraxle.hyperparams.space.HyperparameterSpace

    decision_tree_classifier = SKLearnWrapper(
        DecisionTreeClassifier(), HyperparameterSpace({
            'criterion': Choice(['gini', 'entropy']),
            'splitter': Choice(['best', 'random']),
            'min_samples_leaf': RandInt(2, 5),
            'min_samples_split': RandInt(1, 3)
        }))

    extra_tree_classifier = SKLearnWrapper(
        ExtraTreeClassifier(), HyperparameterSpace({
            'criterion': Choice(['gini', 'entropy']),
            'splitter': Choice(['best', 'random']),
            'min_samples_leaf': RandInt(2, 5),
            'min_samples_split': RandInt(1, 3)
        }))

    ridge_classifier = Pipeline([
        OutputTransformerWrapper(NumpyRavel()),
        SKLearnWrapper(RidgeClassifier(), HyperparameterSpace({
            'alpha': Choice([(0.0, 1.0, 10.0), (0.0, 10.0, 100.0)]),
            'fit_intercept': Boolean(),
            'normalize': Boolean()
        }))
    ]).set_name('RidgeClassifier')

    logistic_regression = Pipeline([
        OutputTransformerWrapper(NumpyRavel()),
        SKLearnWrapper(LogisticRegression(), HyperparameterSpace({
            'C': LogUniform(0.01, 10.0),
            'fit_intercept': Boolean(),
            'dual': Boolean(),
            'penalty': Choice(['l1', 'l2']),
            'max_iter': RandInt(20, 200)
        }))
    ]).set_name('LogisticRegression')

    random_forest_classifier = Pipeline([
        OutputTransformerWrapper(NumpyRavel()),
        SKLearnWrapper(RandomForestClassifier(), HyperparameterSpace({
            'n_estimators': RandInt(50, 600),
            'criterion': Choice(['gini', 'entropy']),
            'min_samples_leaf': RandInt(2, 5),
            'min_samples_split': RandInt(1, 3),
            'bootstrap': Boolean()
        }))
    ]).set_name('RandomForestClassifier')

    # Define a classification pipeline that lets the AutoML loop choose one of the classifier.
    # See also ChooseOneStepOf documentation : https://www.neuraxle.org/stable/api/neuraxle.steps.flow.html#neuraxle.steps.flow.ChooseOneStepOf

    pipeline = Pipeline([
        ChooseOneStepOf([
            decision_tree_classifier,
            extra_tree_classifier,
            ridge_classifier,
            logistic_regression,
            random_forest_classifier
        ])
    ])

    # Create the AutoML loop object.
    # See also AutoML documentation : https://www.neuraxle.org/stable/api/neuraxle.metaopt.auto_ml.html#neuraxle.metaopt.auto_ml.AutoML

    auto_ml = AutoML(
        pipeline=pipeline,
        hyperparams_optimizer=RandomSearchHyperparameterSelectionStrategy(),
        validation_splitter=ValidationSplitter(test_size=0.20),
        scoring_callback=ScoringCallback(accuracy_score, higher_score_is_better=True),
        n_trials=7,
        epochs=1,
        hyperparams_repository=HyperparamsJSONRepository(cache_folder='cache'),
        refit_trial=True,
    )

    # Load data, and launch AutoML loop !

    X_train, y_train, X_test, y_test = generate_classification_data()
    auto_ml = auto_ml.fit(X_train, y_train)

    # Get the model from the best trial, and make predictions using predict.
    # See also predict documentation : https://www.neuraxle.org/stable/api/neuraxle.base.html#neuraxle.base.BaseStep.predict

    best_pipeline = auto_ml.get_best_model()
    y_pred = best_pipeline.predict(X_test)

    accuracy = accuracy_score(y_true=y_test, y_pred=y_pred)
    print("Test accuracy score:", accuracy)

    shutil.rmtree('cache')


def generate_classification_data():
    data_inputs, expected_outputs = make_classification(
        n_samples=10000,
        n_repeated=0,
        n_classes=3,
        n_features=4,
        n_clusters_per_class=1,
        class_sep=1.5,
        flip_y=0,
        weights=[0.5, 0.5, 0.5]
    )

    X_train, X_test, y_train, y_test = train_test_split(
        data_inputs,
        expected_outputs,
        test_size=0.20
    )

    return X_train, y_train, X_test, y_test


if __name__ == '__main__':
    main()

Total running time of the script: ( 0 minutes 8.699 seconds)

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