A Python enabled simple regression testing framework for Modelica models
Project description
MoPyRegtest: A Python enabled simple regression testing framework for Modelica models
Scope of this project is to
- provide a simple regression testing framework for Modelica models
- support continuous integration (CI) for Modelica library development, in particular
- test for reproducibility of results from Modelica models and to
- have it wrapped in the well-known Python
unittest
module
Background:
When developing Modelica models or libraries and releases have been made, there is definitely the need for testing. E.g.
- validation of successful model translation,
- reproducibility of simulation results, or
- making sure refactorings in Modelica libraries do not alter the behavior.
Other testing criteria could be memory consumption, CPU time and more.
Why MoPyRegtest
The scope of MoPyRegtest is to have a lightweight and simple way to perform regression tests and to be able to integrate this with automated testing and continuous integration (CI) toolchains, like e.g. GitHub Actions. Without immediately requiring commercial simulation tools or creating strong dependencies from other Modelica libraries.
All that is needed to use MoPyRegtest is a Python 3 installation, an OpenModelica installation, and a text editor.
Current realization
The current realization uses the Python unittest
module and calls the OpenModelica compiler omc
as an
external executable for translation and simulation of Modelica models. Note that the implementation of MoPyRegtest is not
specific to OpenModelica but can be replaced by any other Modelica simulation tool that comes with a suitable scripting API.
The test execution and orchestration is done by the Python unittest
module. In particular, Python unittest
supports
test discovery.
Also, unittest
is a standard module that comes with virtually all Python distributions.
MoPyRegtest is work in progress!
Usage and example
With MoPyRegtest, users can define regression tests manually in Python for one Modelica model at a time, or automatically for many Modelica models simultaneously.
Manual test case definition
The user has to
- provide Modelica models that can be translated, built and executed and produce a result
.csv
file - provide for every Modelica model a
.csv
file with a reference result against which an actual result is compared - create a Python file and test methods that instantiate a
mopyregtest.RegressionTest
object, which needs to know which Modelica model to test and where to find the reference result.
Examples can be found in the examples
folder. Also see the examples/README.md.
Automatic test case generation
MoPyRegtest can generate regression test definitions for elements of a Modelica library automatically.
Either by creating Generator class objects. Or using the
mopyregtest
command line tool.
The folder examples/generate_tests/README.md has a detailed explanation on how to automatically generate tests.
Prerequisites
To use MoPyRegtest you need to have
- a Python 3 distribution including the modules
unittest
,numpy
andpandas
, - a working OpenModelica installation (version 1.13.0 or later, works also for latest 1.22), and
- the OpenModelica compiler executable
omc
must be accessible via thePATH
variable.
Installation using pip3
It is most convenient to install MoPyRegtest using Python's package manager pip
.
MoPyRegtest does not need any special privileges to run.
Install from PyPI
You can install MoPyRegtest from the Python Package Index by running
pip3 install --user mopyregtest
To install a specific version, e.g. v0.3.1
, run pip3 install --user mopyregtest==0.3.1
Install from source
To install from source, first clone this repository to your local <your-mopyregtest-dir>
(adapt to your needs) with
the command git clone https://github.com/pstelzig/MoPyRegtest.git <your-mopyregtest-dir>
Then run
cd <your-mopyregtest-dir>
pip3 install --user .
to get the latest development head. To install a specific version from source, e.g. v0.3.1
, run
cd <your-mopyregtest-dir>
git checkout v0.3.1
pip3 install --user .
Uninstall
To uninstall MoPyRegtest, run
pip3 uninstall mopyregtest
Troubleshooting
Problem: CLI mopyregtest
cannot be found
To check if MoPyRegtest's command line tool is working, run mopyregtest --help
from a terminal.
If an error message shows that the program mopyregtest
cannot be found, then you have to check if your PATH variable
knows where to find mopyregtest
as installed by pip. To find out the location, run pip uninstall mopyregtest
but do
not confirm to proceed. The uninstallation will tell you which files pip would remove upon uninstalling MoPyRegtest,
including the mopyregtest
executable (or mopyregtest.exe
under Windows) and its location.
Found existing installation: MoPyRegtest 0.4.0rc1
Uninstalling MoPyRegtest-0.4.0rc1:
Would remove:
/home/<your user name>/.local/bin/mopyregtest
/home/<your user name>/.local/lib/python3.10/site-packages/MoPyRegtest-0.4.0rc1.dist-info/*
/home/<your user name>/.local/lib/python3.10/site-packages/mopyregtest/*
Proceed (Y/n)?
Then, one could either call mopyregtest
with its full path, or one could add its parent folder to the PATH
variable (Be careful! First make sure that this does not cause any harm to your system).
Future Work
- Allow for parallel execution of regression tests
- Improve readability of in particular failed test results
- Provide logs that help users in the analysis of failed tests
- Make definition of the tests even simpler, e.g. using a more human-readable BDD approach
Open source software used
MoPyRegtest is implemented in Python3 and uses the Python core modules (including pathlib
and unittest
) along with
numpy
and pandas
.
License
MoPyRegtest is open source software. MoPyRegtest is provided "as is", without warranty of any kind.
Usage is completely at your own risk. See the file LICENSE
.
How to contribute
If you want to help me extend MoPyRegtest, please drop me a message! Contributions are welcome!
Authors
The MoPyRegtest is being developed by the following authors:
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