def unsupported(self):
"""Attempts to export an unsupported
model.
Raises
------
UnsupportedModel
"""
clf = self.create_classifier("GaussianProcessClassifier")
LazyExport(clf)
def create_gaussiannb(self, override=False):
"""Creates a GaussianNB classifier,
and exports the json file.
Parameters
----------
override : bool
Overrides an existing export.
Returns
-------
None
Raises
------
FileExists
"""
clf = self.create_classifier("GaussianNB")
path = f"{TESTPATH}/GaussianNB.json"
ex = LazyExport(clf)
return ex.save(path, force_override=override)
def unfitted(self):
"""Creates an un-fitted model for export."""
clf = getattr(sys.modules[__name__], "GaussianNB")()
LazyExport(clf)
def test_exportlinearsvc(self):
"""Attempts to export a LinearSVC classifier"""
ex = LazyExport(self.create_classifier("LinearSVC"))
self.assertIsNone(ex.save(f"{TESTPATH}/linearsvc.json"))
def test_testdecisiontree(self):
"""Attempts to export a DecisionTreeClassifier classifier"""
ex = LazyExport(self.create_classifier("DecisionTreeClassifier"))
self.assertIsNone(ex.save(f"{TESTPATH}/decisiontree.json"))
def test_exprtmlp(self):
"""Attempts to export a MLPClassifier classifier"""
ex = LazyExport(self.create_classifier("MLPClassifier"))
self.assertIsNone(ex.save(f"{TESTPATH}/mlp.json"))
def test_exportkneighbors(self):
"""Attempts to export a KNeighborsClassifier classifier"""
ex = LazyExport(self.create_classifier("KNeighborsClassifier"))
self.assertIsNone(ex.save(f"{TESTPATH}/knn.json"))
def test_exportbernoullinb(self):
"""Attempts to export a BernoulliNB classifier"""
clf = self.create_classifier("BernoulliNB")
ex = LazyExport(clf)
self.assertIsNone(ex.save(f"{TESTPATH}/bnb.json"))
def test_randomrandomforest(self):
"""Attempts to export a random forest classifier."""
ex = LazyExport(self.create_classifier("RandomForestClassifier"))
self.assertIsNone(ex.save(f"{TESTPATH}/rf.json"))
def test_exportgaussiannb(self):
"""Exports a GaussianNB model."""
clf = self.create_classifier("GaussianNB")
path = f"{TESTPATH}/GaussianNB.json"
ex = LazyExport(clf)
self.assertIsNone(ex.save(path))