8565a366de87d82dc19c3386b4a83359be1aa275,autosklearn/pipeline/components/regression/libsvm_svr.py,LibSVM_SVR,get_hyperparameter_search_space,#Any#,101

Before Change


        cs.add_hyperparameter(C)
        cs.add_hyperparameter(kernel)
        cs.add_hyperparameter(degree)
        cs.add_hyperparameter(gamma)
        cs.add_hyperparameter(coef0)
        cs.add_hyperparameter(shrinking)
        cs.add_hyperparameter(tol)
        cs.add_hyperparameter(max_iter)
        cs.add_hyperparameter(epsilon)

        degree_depends_on_kernel = InCondition(child=degree, parent=kernel,
                                               values=("poly", "rbf", "sigmoid"))
        gamma_depends_on_kernel = InCondition(child=gamma, parent=kernel,
                                              values=("poly", "rbf"))
        coef0_depends_on_kernel = InCondition(child=coef0, parent=kernel,
                                              values=("poly", "sigmoid"))
        cs.add_condition(degree_depends_on_kernel)
        cs.add_condition(gamma_depends_on_kernel)
        cs.add_condition(coef0_depends_on_kernel)
        return cs

After Change


        epsilon = UniformFloatHyperparameter(name="epsilon", lower=0.001,
                                             upper=1, default=0.1, log=True)
        cs = ConfigurationSpace()
        cs.add_hyperparameters([C, kernel, degree, gamma, coef0, shrinking,
                               tol, max_iter, epsilon])

        degree_depends_on_kernel = InCondition(child=degree, parent=kernel,
                                               values=("poly", "rbf", "sigmoid"))
        gamma_depends_on_kernel = InCondition(child=gamma, parent=kernel,
                                              values=("poly", "rbf"))
        coef0_depends_on_kernel = InCondition(child=coef0, parent=kernel,
                                              values=("poly", "sigmoid"))
        cs.add_conditions([degree_depends_on_kernel, gamma_depends_on_kernel,
                           coef0_depends_on_kernel])

        return cs
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 11

Instances


Project Name: automl/auto-sklearn
Commit Name: 8565a366de87d82dc19c3386b4a83359be1aa275
Time: 2017-02-04
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/regression/libsvm_svr.py
Class Name: LibSVM_SVR
Method Name: get_hyperparameter_search_space


Project Name: automl/auto-sklearn
Commit Name: 8565a366de87d82dc19c3386b4a83359be1aa275
Time: 2017-02-04
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/feature_preprocessing/nystroem_sampler.py
Class Name: Nystroem
Method Name: get_hyperparameter_search_space


Project Name: automl/auto-sklearn
Commit Name: 8565a366de87d82dc19c3386b4a83359be1aa275
Time: 2017-02-04
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/feature_preprocessing/kernel_pca.py
Class Name: KernelPCA
Method Name: get_hyperparameter_search_space


Project Name: automl/auto-sklearn
Commit Name: 8565a366de87d82dc19c3386b4a83359be1aa275
Time: 2017-02-04
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/regression/libsvm_svr.py
Class Name: LibSVM_SVR
Method Name: get_hyperparameter_search_space


Project Name: automl/auto-sklearn
Commit Name: 8565a366de87d82dc19c3386b4a83359be1aa275
Time: 2017-02-04
Author: feurerm@informatik.uni-freiburg.de
File Name: autosklearn/pipeline/components/classification/sgd.py
Class Name: SGD
Method Name: get_hyperparameter_search_space