About
Introduction
pytest-regtest is a plugin for pytest to implement
regression testing.
Unlike functional testing, regression testing does not test whether the software produces the correct results, but whether it behaves as it did before changes were introduced.
More specifically, pytest-regtest provides snapshot testing, which
implements regression testing by recording data within a test function
and comparing this recorded output to a previously recorded reference
output.
Installation
To install and activate this plugin execute:
$ pip install pytest-regtest
Note
pytest-regtest provides some functionality specific to NumPy,
pandas, and polars. These dependencies are not installed when
you install pytest-regtest. For example, if you are using NumPy
snapshots, we assume that your production code (the code under
test) uses NumPy and therefore should be part of your project's
setup.
Use case 1: Changing code with no or little testing setup yet
If you're working with code that has little or no unit testing, you can use regression testing to ensure that your changes don't break or alter previous results.
Example: This can be useful when working with data analysis scripts, which often start as one long script and then are restructured into different functions as they evolve.
Use case 2: Testing complex data
If a unit tests contains many assert statements to check a complex
data structure you can use regression tests instead.
Example: To test code which ingests data into a database one can use regression tests on textual database dumps.
Use case 3: Testing NumPy arrays or pandas data frames
If your code generates numerical results, such as NumPy arrays,
pandas or polars data frames, you can use pytest-regtest to simply record such
results and test them later, taking into account relative and absolute
tolerances.
Example: A function creates a 10 x 10 matrix. Either you have to write 100 assert statements or you use summary statistics to test your result. In both cases, you may get little debugging information if a test fails.