TheLazy.Dev
Portfolio GitHub

Blog

python |testing |beginners |tutorial

Giving Our Tests Context

tacoda

Ian Johnson

Posted on January 18, 2024

Giving Our Tests Context

At the end of the last post, we added tests that cause errors and failures, so let's recap what that looks like.

@pytest.fixture
def fake_file():
    mock = mock_open(read_data='Buy Milk')
    return patch('{}.open'.format(__name__), mock, create=True)


@pytest.fixture
def task_list(fake_file):
    with fake_file:
        with open('todo.txt', 'a') as todo:
            with open('done.txt', 'a') as done:
                return TaskList(todo, done)


def test_adding_a_task_displays_output(task_list, capsys):
    task_list.add("Buy Bread")
    captured = capsys.readouterr()
    assert "Buy Bread" in captured.out


def test_adding_a_task_increases_list_size(task_list):
    before = len(task_list.all())
    task_list.add("Buy Bread")
    after = len(task_list.all())
    assert after == before + 1


def test_adding_a_task_appends_that_task(task_list):
    task_list.add("Buy Bread")
    task = task_list.all()
    assert "Buy Bread" in task.description


def test_listing_tasks_displays_output(task_list, capsys):
    task_list.ls()
    captured = capsys.readouterr()
    assert "Buy Milk" in captured.out
Enter fullscreen mode Exit fullscreen mode 
poetry run pytest
# FAILED tests/test_task_list.py::test_adding_a_task_increases_list_size - assert 0 == (1 + 1)
# FAILED tests/test_task_list.py::test_adding_a_task_appends_that_task - AttributeError: 'list' object has no attribute 'description'
Enter fullscreen mode Exit fullscreen mode

Here we have two problems. First, our task list size is not increasing. Second, we are referencing an attribute on the Task that does not exist. We'll add this functionality next time. First, we'll add more context to our tests.

Adding Context

Notice the length of our test names. Notice how they are attempting to describe the test case. Now, imagine all of the different things that a TaskList could do. How does that scale for our tests? Currently, we would have to add a test for each piece of functionality. Then, hopefully, we would DRY up duplication. But we would end up with many disparate tests that use a variety of fixtures to describe the system under test. It would be better if we could group our tests. Let's add another dependency to get this done.

poetry add pytest-describe
Enter fullscreen mode Exit fullscreen mode

With pytest-describe, we can write contextualized tests similar to RSpec. We can add a describe function surrounding our first test to see how this works.

def describe_task_list():
    def test_adding_a_task_displays_output(task_list, capsys):
        task_list.add("Buy Bread")
        captured = capsys.readouterr()
        assert "Buy Bread" in captured.out
Enter fullscreen mode Exit fullscreen mode

Running tests:

poetry run pytest -v
# tests/test_task.py::test_marking_task_done SKIPPED (unconditional skip)
# tests/test_task_list.py::describe_task_list::test_adding_a_task_displays_output PASSED
# tests/test_task_list.py::test_adding_a_task_increases_list_size FAILED
# tests/test_task_list.py::test_adding_a_task_appends_that_task FAILED
# tests/test_task_list.py::test_listing_tasks_displays_output PASSED
Enter fullscreen mode Exit fullscreen mode

Notice the output of our new test?

tests/test_task_list.py::describe_task_list::test_adding_a_task_displays_output PASSED

We have added context to our test. Now we know that our test is describing a task list. Great! Let's indent the rest of the tests.

poetry run pytest -v
# tests/test_task.py::test_marking_task_done SKIPPED (unconditional skip)
# tests/test_task_list.py::describe_task_list::test_adding_a_task_displays_output PASSED
# tests/test_task_list.py::describe_task_list::test_adding_a_task_increases_list_size FAILED
# tests/test_task_list.py::describe_task_list::test_adding_a_task_appends_that_task FAILED
# tests/test_task_list.py::describe_task_list::test_listing_tasks_displays_output PASSED
Enter fullscreen mode Exit fullscreen mode

Awesome! Even though this gives us more context, it still has limited value. Let's revisit our first test to give it more value.

tests/test_task_list.py::describe_task_list::test_adding_a_task_displays_output PASSED

First, having the prepended test makes the sentence a little harder to read. Plus, we already know it's a test. Let's rename the test to start with it, in RSpec style.

def describe_task_list():
    def it_displays_output_when_adding_a_task(task_list, capsys):
        task_list.add("Buy Bread")
        captured = capsys.readouterr()
        assert "Buy Bread" in captured.out
Enter fullscreen mode Exit fullscreen mode 
poetry run pytest -v
# tests/test_task_list.py::describe_task_list::it_displays_output_when_adding_a_task PASSED
Enter fullscreen mode Exit fullscreen mode

We are just focusing on this test for now. Then we'll apply the change to the rest of our tests. This sentence reads a little better, but it's still not quite English-like. Let's swap the predicate to not be a passive voice:

def describe_task_list():
    def when_adding_a_task_it_displays_output(task_list, capsys):
        task_list.add("Buy Bread")
        captured = capsys.readouterr()
        assert "Buy Bread" in captured.out
Enter fullscreen mode Exit fullscreen mode 
poetry run pytest -v
# tests/test_task_list.py::describe_task_list::when_adding_a_task_it_displays_output PASSED
Enter fullscreen mode Exit fullscreen mode

Adding Custom Prefixes

This is better, but it's not quite there. Notice the tests starts with when. What does this tell us? That we have additional context. Let's add one more layer of context.

def describe_task_list():
    def when_adding_a_task():
        def it_displays_output(task_list, capsys):
            task_list.add("Buy Bread")
            captured = capsys.readouterr()
            assert "Buy Bread" in captured.out
Enter fullscreen mode Exit fullscreen mode 
poetry run pytest -v
Enter fullscreen mode Exit fullscreen mode

Whoa! Our test is gone! Why? Because pytest-describe is only looking for functions with a describe prefix. One option is to add a describe before our when for this new function name. But, that's going the opposite direction that we are headed (because it won't be English-like). To solve this, we'll add a configuration option for pytest-describe to our pyproject.toml:

[tool.pytest.ini_options]
describe_prefixes = ["describe_", "when_"]
Enter fullscreen mode Exit fullscreen mode

Here we are just adding the prefix when for pytest-describe to look for. I chose when because it sounds natural and using Given, When, Then statements is really good model for contextualizing behavior. Currently, we only need a when, so we're just adding that for now.

Run tests again:

poetry run pytest -v
# tests/test_task_list.py::describe_task_list::when_adding_a_task::it_displays_output PASSED
Enter fullscreen mode Exit fullscreen mode

And the test is back! And it looks great! Now we know that this test is describing a task list. And that this test is asserting that when a task is added to the task list, it displays output. Let's wrap the remaining tests:

def describe_task_list():
    def when_adding_a_task():
        def it_displays_output(task_list, capsys):
            task_list.add("Buy Bread")
            captured = capsys.readouterr()
            assert "Buy Bread" in captured.out

        def it_increases_list_size(task_list):
            before = len(task_list.all())
            task_list.add("Buy Bread")
            after = len(task_list.all())
            assert after == before + 1

        def it_appends_that_task(task_list):
            task_list.add("Buy Bread")
            task = task_list.all()
            assert "Buy Bread" in task.description
Enter fullscreen mode Exit fullscreen mode

Notice our function scoping here. All of our add tests can just be indented under the new when_adding_a_task. One area that could be improved here is adding a describe block to identify that we are testing the add method. It would look like describe_add. This has limited value. It doesn't make our test more English-like, but it does give us additional context. As a developer, we would know that the system under test is Task.add. If we do this, we don't necessarily need the configuration for the when prefix anymore. But, we'll keep it because it will allow us to further scope. Let's rename this function and continue.

def describe_task_list():
    def describe_add():
        def it_displays_output(task_list, capsys):
            task_list.add("Buy Bread")
            captured = capsys.readouterr()
            assert "Buy Bread" in captured.out

        def it_increases_list_size(task_list):
            before = len(task_list.all())
            task_list.add("Buy Bread")
            after = len(task_list.all())
            assert after == before + 1

        def it_appends_that_task(task_list):
            task_list.add("Buy Bread")
            task = task_list.all()
            assert "Buy Bread" in task.description
Enter fullscreen mode Exit fullscreen mode

Now we can scope our last test: which is testing Task.ls:

def describe_task_list():
    def describe_add():
        def it_displays_output(task_list, capsys):
            task_list.add("Buy Bread")
            captured = capsys.readouterr()
            assert "Buy Bread" in captured.out

        def it_increases_list_size(task_list):
            before = len(task_list.all())
            task_list.add("Buy Bread")
            after = len(task_list.all())
            assert after == before + 1

        def it_appends_that_task(task_list):
            task_list.add("Buy Bread")
            task = task_list.all()
            assert "Buy Bread" in task.description


    def describe_list():
        def it_displays_output(task_list, capsys):
            task_list.ls()
            captured = capsys.readouterr()
            assert "Buy Milk" in captured.out
Enter fullscreen mode Exit fullscreen mode

It would be nice to DRY up that task_list argument, but if we do that it will break the call chain of pytest-describe. Here's what that error would look like for reference:

ERROR tests/test_task_list.py::describe_task_list::describe_add - TypeError: describe_task_list.<locals>.describe_add() missing 1 required positional argument: 'task_list'

So why are we keeping when? Because it will be useful as we move forward. Let's point out a use-case for it. Take a look at describe_list. Is there a case that is not covered here? What if the task list has nothing in it? Let's spec that out:

def describe_list():
    def when_there_are_tasks():
        def it_displays_no_tasks(task_list, capsys):
            task_list.ls()
            captured = capsys.readouterr()
            assert "No tasks" in captured.out


    def when_there_are_no_tasks():
        def it_displays_output_in_a_list(task_list, capsys):
            task_list.ls()
            captured = capsys.readouterr()
            assert "Buy Milk" in captured.out
Enter fullscreen mode Exit fullscreen mode 
poetry run pytest -v
# tests/test_task.py::test_marking_task_done SKIPPED (unconditional skip)
# tests/test_task_list.py::describe_task_list::describe_add::it_displays_output PASSED
# tests/test_task_list.py::describe_task_list::describe_add::it_increases_list_size FAILED
# tests/test_task_list.py::describe_task_list::describe_add::it_appends_that_task FAILED
# tests/test_task_list.py::describe_task_list::describe_list::when_there_are_tasks::it_displays_no_tasks FAILED
# tests/test_task_list.py::describe_task_list::describe_list::when_there_are_no_tasks::it_displays_output_in_a_list PASSED
Enter fullscreen mode Exit fullscreen mode

Amazing! Now we have test cases that read like English. What's great about this is that even a non-developer can look at these test descriptions and understand what they are doing. That is, they are executable product specifications (or documentation).

Next up, we'll make these tests pass by updating our code.

Key Takeaways

  • Adding context to tests helps with organization and understanding
  • pytest-describe gives us an RSpec-like API that allows us to better contextualize our tests
  • Adding custom prefixes allows us more control over scope and naming
  • Tests are executable documentation
💖 💪 🙅 🚩
tacoda
Ian Johnson

Posted on January 18, 2024

Join Our Newsletter. No Spam, Only the good stuff.

Sign up to receive the latest update from our blog.

Related

Giving Our Tests Context
python Giving Our Tests Context

January 18, 2024

Refactoring Our Tests
python Refactoring Our Tests

January 17, 2024

Covering Our To Do App with More Tests
python Covering Our To Do App with More Tests

January 12, 2024

Testing Our Tasks
python Testing Our Tasks

January 10, 2024

Mocking the File
python Mocking the File

January 15, 2024