9f064b12701d517b3135bebe73092fee63abca21,autosklearn/pipeline/components/regression/random_forest.py,RandomForest,get_hyperparameter_search_space,#Any#,111

Before Change


    def get_hyperparameter_search_space(dataset_properties=None):
        cs = ConfigurationSpace()
        n_estimators = Constant("n_estimators", 100)
        criterion = Constant("criterion", "mse")
        max_features = UniformFloatHyperparameter(
            "max_features", 0.5, 5, default_value=1)
        max_depth = UnParametrizedHyperparameter("max_depth", "None")
        min_samples_split = UniformIntegerHyperparameter(

After Change


    def get_hyperparameter_search_space(dataset_properties=None):
        cs = ConfigurationSpace()
        n_estimators = Constant("n_estimators", 100)
        criterion = CategoricalHyperparameter("criterion",
                                              ["mse", "friedman_mse", "mae"])
        max_features = UniformFloatHyperparameter(
            "max_features", 0.5, 5, default_value=1)
        max_depth = UnParametrizedHyperparameter("max_depth", "None")
        min_samples_split = UniformIntegerHyperparameter(
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 5

Instances


Project Name: automl/auto-sklearn
Commit Name: 9f064b12701d517b3135bebe73092fee63abca21
Time: 2017-10-24
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/regression/random_forest.py
Class Name: RandomForest
Method Name: get_hyperparameter_search_space


Project Name: automl/auto-sklearn
Commit Name: 9f064b12701d517b3135bebe73092fee63abca21
Time: 2017-10-24
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/regression/extra_trees.py
Class Name: ExtraTreesRegressor
Method Name: get_hyperparameter_search_space


Project Name: automl/auto-sklearn
Commit Name: 9f064b12701d517b3135bebe73092fee63abca21
Time: 2017-10-24
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/feature_preprocessing/extra_trees_preproc_for_regression.py
Class Name: ExtraTreesPreprocessorRegression
Method Name: get_hyperparameter_search_space


Project Name: automl/auto-sklearn
Commit Name: 9f064b12701d517b3135bebe73092fee63abca21
Time: 2017-10-24
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/regression/decision_tree.py
Class Name: DecisionTree
Method Name: get_hyperparameter_search_space