def test_multisearch(self):
"""
Tests the MultiSearch class.
NB: multisearch-weka-package must be installed (https://github.com/fracpete/multisearch-weka-package).
"""
ms = classifiers.MultiSearch()
mparam = classes.MathParameter()
mparam.prop = "classifier.kernel.gamma"
mparam.minimum = -3.0
mparam.maximum = 3.0
mparam.step = 1.0
mparam.base = 10.0
mparam.expression = "pow(BASE,I)"
lparam = classes.ListParameter()
lparam.prop = "classifier.C"
lparam.values = ["-2.0", "-1.0", "0.0", "1.0", "2.0"]
ms.parameters = [mparam, lparam]
self.assertEqual(str([mparam, lparam]),
str(ms.parameters),
msg="parameters differ")
cls = classifiers.Classifier(
classname="weka.classifiers.functions.SMOreg",
options=[
"-K", "weka.classifiers.functions.supportVector.RBFKernel"
])
ms.classifier = cls
self.assertEqual(cls.to_commandline(),
ms.classifier.to_commandline(),
msg="classifiers differ")
cls = classifiers.Classifier(
classname="weka.classifiers.functions.LinearRegression")
ms.classifier = cls
ms.evaluation = ms.tags_evaluation.find("RMSE")
self.assertEqual("RMSE", str(ms.evaluation),
"evaluation differs: " + str(ms.evaluation))
ms.evaluation = "ACC"
self.assertEqual("ACC", str(ms.evaluation),
"evaluation differs: " + str(ms.evaluation))
cls = classifiers.Classifier(classname="weka.classifiers.trees.J48")
ms.classifier = cls
def test_setupgenerator(self):
"""
Tests the SetupGenerator class and related classes.
"""
mparam = classes.MathParameter()
mparam.prop = "classifier.kernel.gamma"
mparam.minimum = -3.0
mparam.maximum = 3.0
mparam.step = 1.0
mparam.base = 10.0
mparam.expression = "pow(BASE,I)"
self.assertEqual(
"weka.core.setupgenerator.MathParameter -property classifier.kernel.gamma -min -3.0 -max 3.0 -step 1.0 -base 10.0 -expression pow(BASE,I)",\
mparam.to_commandline(), msg="commandlines differ")
lparam = classes.ListParameter()
lparam.prop = "classifier.C"
lparam.values = ["-2.0", "-1.0", "0.0", "1.0", "2.0"]
self.assertEqual(
"weka.core.setupgenerator.ListParameter -property classifier.C -list \"-2.0 -1.0 0.0 1.0 2.0\"",
lparam.to_commandline(), msg="commandlines differ")