Nithin Krishnamurthi
02/20/2025, 10:50 PMMarvin
02/20/2025, 10:50 PMprefect_test_harness
utility is designed to create a temporary testing environment, allowing you to run Prefect flows and tasks in isolation.
Here is a basic example of how you might use pytest fixtures with Prefect:
1. Setup a pytest fixture using `prefect_test_harness`:
python
import pytest
from prefect.testing.utilities import prefect_test_harness
@pytest.fixture(autouse=True)
def prefect_db():
with prefect_test_harness() as harness:
yield harness
2. Mocking in your tests:
You can use Python's unittest.mock
library to mock components within your flows or tasks. Here's an example of mocking a task:
python
from unittest.mock import patch
from prefect import task, flow
@task
def some_task():
return "real result"
@flow
def some_flow():
return some_task()
def test_some_flow():
with patch('path.to.some_task') as mock_task:
mock_task.return_value = "mocked result"
result = some_flow()
assert result == "mocked result"
3. Handling known issues:
Be aware of issues such as MissingContextError
when using get_run_logger()
outside of an active flow or task context. This error can occur if you try to access the logger in a test without a proper Prefect context. You can avoid this by not using get_run_logger()
directly in tests or by ensuring the context is correctly set up.
For more detailed examples and understanding, you can refer to these resources:
- Prefect Test Harness Example
- GitHub Issue on MissingContextError
If you have any specific requirements or issues, feel free to share more details.