diff --git a/summit/multiview_platform/monoview_classifiers/lwlr.py b/summit/multiview_platform/monoview_classifiers/lwlr.py index 2387ed17ed6759e987a817aef2ac089144972691..108dfa2f6a363329afb9b4171fa5ebbbda8bf576 100644 --- a/summit/multiview_platform/monoview_classifiers/lwlr.py +++ b/summit/multiview_platform/monoview_classifiers/lwlr.py @@ -1,28 +1,28 @@ -from learners.algorithms.lwlr import LWLRLearner - -from ..monoview.monoview_utils import BaseMonoviewClassifier -from summit.multiview_platform.utils.hyper_parameter_search import CustomUniform - -# Author-Info -__author__ = "Baptiste Bauvin" -__status__ = "Prototype" # Production, Development, Prototype - -classifier_class_name = "SVMRBF" - - -class LWLRClassifier(LWLRLearner, BaseMonoviewClassifier): - """ - This class is an adaptation of scikit-learn's `SVC <https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html>`_ - - Here, it is the RBF kernel version - """ - - def __init__(self, random_state=None, sigma="auto", nn=1.0, **kwargs): - LWLRLearner.__init__(self, - C=C, - kernel='rbf', - gamma=gamma, - random_state=random_state - ) - self.param_names = ["C", 'gamma', "random_state"] - self.distribs = [CustomUniform(loc=1e-3, state=1e3), CustomUniform(loc=1e-1, state=1e1), [random_state]] +# from learners.algorithms.lwlr import LWLRLearner +# +# from ..monoview.monoview_utils import BaseMonoviewClassifier +# from summit.multiview_platform.utils.hyper_parameter_search import CustomUniform +# +# # Author-Info +# __author__ = "Baptiste Bauvin" +# __status__ = "Prototype" # Production, Development, Prototype +# +# classifier_class_name = "SVMRBF" +# +# +# class LWLRClassifier(LWLRLearner, BaseMonoviewClassifier): +# """ +# This class is an adaptation of scikit-learn's `SVC <https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html>`_ +# +# Here, it is the RBF kernel version +# """ +# +# def __init__(self, random_state=None, sigma="auto", nn=1.0, **kwargs): +# LWLRLearner.__init__(self, +# C=C, +# kernel='rbf', +# gamma=gamma, +# random_state=random_state +# ) +# self.param_names = ["C", 'gamma', "random_state"] +# self.distribs = [CustomUniform(loc=1e-3, state=1e3), CustomUniform(loc=1e-1, state=1e1), [random_state]]