Test Doubles in pytest
YouTube VideoTo create test doubles in Python, we’ll rely on the built-in unittest.mock library. It includes lots of quick and easy methods for creating fake objects in Python, and it is compatible with the pytest testing framework that we’re already using.
Adding Mocks to a Test Class
There are many different ways to use the unittest.mock
library. One of the easiest ways is to import the patch
annotation
from unittest.mock import patch
class TestClassroom:
# tests here
Creating Fake Objects
Once we’ve imported the patch
annotation, we can use it to create fake objects for our test methods.
from unittest.mock import patch
from people.Person import Person
from people.Teacher import Teacher
from places.Classroom import Classroom
class TestClassroom:
@patch('people.Teacher', spec=Teacher)
@patch('people.Person', spec=Person)
def test_classroom_has_teacher(self, fake_person, fake_teacher) -> None:
# test code
This will create fake objects fake_person
and fake_teacher
that mimic the attributes and methods contained in the Person
and Teacher
classes, respectively. However, by default, those objects won’t do anything, and most methods will not actually work by default.
Notice that the fake objects are added as parameters to our test method, but they are added in reverse order. This is because method annotations are interpreted “inside-out”, so the one at the bottom, closest to the method, is interpreted first. So, in this example, our fake_person
will be created first, followed by our fake_teacher
.
Without doing anything else, we can use these fake objects in place of the real ones, as in this test:
from unittest.mock import patch
from people.Person import Person
from people.Teacher import Teacher
from places.Classroom import Classroom
class TestClassroom:
@patch('people.Teacher', spec=Teacher)
@patch('people.Person', spec=Person)
def test_classroom_has_teacher(self, fake_person, fake_teacher) -> None:
classroom: Classroom = Classroom()
assert classroom.has_teacher == False
classroom.add_teacher(fake_teacher)
assert classroom.has_teacher == True
As we can see, we are able to add the fake_teacher
object to our classroom, and it is treated just like any other Teacher
object, at least as far as the system is concerned thus far.
However, if we want those fake objects to do something, we have to include method stubs as well.
Adding Stubs
To add a method stub to a fake object, we can set the return_value
of the method:
from unittest.mock import patch
from people.Person import Person
from people.Teacher import Teacher
from places.Classroom import Classroom
class TestClassroom:
@patch('people.Teacher', spec=Teacher)
@patch('people.Person', spec=Person)
def test_classroom_get_teacher_name(self, fake_person, fake_teacher) -> None:
# create a method stub for `get_name` method
fake_teacher.get_name.return_value = "Teacher Person"
classroom: Classroom = Classroom()
classroom.add_teacher(fake_teacher)
# assert that the classroom returns the teacher's name
assert classroom.get_teacher_name() == "Teacher Person"
In this example, we are adding a method stub to our fake_teacher
object that will return "Teacher Person"
whenever the get_name()
method is called. Then, we are adding that fake Teacher
object to the Classroom
class that we are testing, and calling the get_teacher_name()
method. We’re assuming that the get_teacher_name()
method in the Classroom
class calls the get_name()
method of the Teacher
object contained in the class. However, instead of using a real Teacher
instance, we’ve provided a fake object that only knows what to do when that one method is called. So, it returns the value we expect, which passes our test!
Stubbing Properties
If our classes use properties instead of traditional getter and setter methods, we have to create our property stubs in a slightly different way:
from unittest.mock import patch, PropertyMock
from people.Person import Person
from people.Teacher import Teacher
from places.Classroom import Classroom
class TestClassroom:
@patch('people.Teacher', spec=Teacher)
@patch('people.Person', spec=Person)
def test_classroom_get_teacher_name(self, fake_person, fake_teacher) -> None:
# create a property stub for `get_name` property
type(fake_teacher).name = PropertyMock(return_value="Teacher Person")
classroom: Classroom = Classroom()
classroom.add_teacher(fake_teacher)
# assert that the classroom returns the teacher's name
assert classroom.get_teacher_name() == "Teacher Person"
In this case, we are creating an instance of the PropertyMock class that acts as a fake property for an object. However, because of how fake objects work, we cannot directly attach the PropertyMock
instance directly to the fake_teacher
object. Instead, we must attach it to the mock type object, which we can access by using the type
method. Thankfully, even if we have several fake instances of the same class, these properties will be unique to the fake instance, not to the class they are faking.
Faking Static Classes
There is one more complex use case we may run into in our testing - creating a fake version of a class with static methods.
from unittest.mock import patch, PropertyMock
from people.Person import Person
from people.Teacher import Teacher
from places.Classroom import Classroom
from rules.TeacherRules import TeacherRules
import pytest
class TestClassroom:
@patch('people.Teacher', spec=Teacher)
@patch('people.Person', spec=Person)
def test_teacher_fails_minimum_age_requirement(self, fake_person, fake_teacher) -> None:
# create a fake version of the static method
with patch.object(TeacherRules, 'get_minimum_age', return_value=16):
# Add a fake property to the teacher
type(fake_teacher).age = PropertyMock(return_value=15)
classroom: Classroom = Classroom()
with pytest.raises(ValueError):
classroom.add_teacher(fake_teacher)
In this example, we have a TeacherRules
class that includes a static method get_minimum_age()
that returns the minimum age allowed for a teacher. To test this, we are creating a fake version of that static method using the patch.object
method. We have to do this in a with statement, which makes sure that the fake method does not persist outside of this test. In this case, we’ll set that method to return a value of 16
.
We’ll also add a method stub to return an invalid age on our fake Teacher
object. Finally, when we try to add that teacher to a classroom, it should raise an exception since the teacher is not old enough.
This is a very brief introduction to using test doubles made with the unittest.mock library, but it should be enough for our use in this class. Feel free to refer to some of the documentation linked below for more examples and information.
References
- unittest.mock Documentatio
- Understanding the Python Mock Object Library from Real Python