def test_model_manager_does_not_allow_duplicate_qualified_names(self):
"""Testing that the ModelManager does not allow duplicate qualified names in the singleton."""
# arrange
model_manager = ModelManager()
model1 = MLModelMock()
model2 = MLModelMock()
# act
# loading the first instance of the model object
model_manager.add_model(model1)
exception_raised = False
exception_message = ""
try:
# loading it again
model_manager.add_model(model2)
except Exception as e:
exception_raised = True
exception_message = str(e)
# assert
self.assertTrue(exception_raised)
self.assertTrue(
exception_message ==
"A model with the same qualified name is already in the ModelManager singleton."
)
# cleanup
model_manager.clear_instance()
def test_only_ml_model_instances_allowed_to_be_stored(self):
"""Testing that the ModelManager only allows MLModel objects to be stored."""
# arrange
model_manager = ModelManager()
some_object = SomeClass()
# act
exception_raised = False
exception_message = ""
try:
model_manager.add_model(some_object)
except Exception as e:
exception_raised = True
exception_message = str(e)
# assert
self.assertTrue(exception_raised)
self.assertTrue(
exception_message ==
"ModelManager instance can only hold references to objects of type MLModel."
)
# cleanup
model_manager.clear_instance()
