DevOps

Practical Guide on MLOps/DevOps

Made with ML Guide

Unit Testing

Below are some handy commands when working with pytest.
ZenML Reference

# make the test output verbose
pytest tests/ -v

# stop testing whenever you get to a test that fails
pytest tests/ -x

# run only a single test
pytest tests/test_base.py::test_initialization

# run only tests tagged with a particular word
pytest tests/ -m specialword

# print out all the output of tests to the console
pytest tests/ -s

# run all the tests, but run the last failures first
pytest tests/ --ff

# see which tests will be run with the given options and config
pytest tests/ —collect-only

# show local variables in tracebacks
pytest tests/ —showlocals