- Documentation
- Interactive tutorials with Binder
- Code of conduct
- Contribution guideline
- Changelog
- License
Chaospy is a numerical toolbox designed for performing uncertainty quantification through polynomial chaos expansions and advanced Monte Carlo methods implemented in Python. It includes a comprehensive suite of tools for low-discrepancy sampling, quadrature creation, polynomial manipulations, and much more.
The philosophy behind chaospy
is not to serve as a single solution
for all uncertainty quantification challenges, but rather to provide
specific tools that empower users to solve problems themselves. This
approach accommodates well-established problems but also serves as a
foundry for experimenting with new, emerging problems. Emphasis is
placed on the following:
- Focus on an easy-to-use interface that embraces the pythonic code style <https://docs.python-guide.org/writing/style/>.
- Ensure the code is "composable," meaning it's designed so that users can easily and effectively modify parts of the code with their own solutions.
- Strive to support a broad range of methods for uncertainty
quantification where it makes sense to use
chaospy
. - Ensure that
chaospy
integrates well with a wide array of other projects, including numpy <https://numpy.org/>, scipy <https://scipy.org/>, scikit-learn <https://scikit-learn.org>, statsmodels <https://statsmodels.org/>, openturns <https://openturns.org/>, and gstools <https://geostat-framework.org/>, among others. - Contribute all code as open source to the community.
Installation is straightforward via pip:
pip install chaospy
Alternatively, if you prefer Conda:
conda install -c conda-forge chaospy
After installation, visit the documentation to learn how to use the toolbox.
To install chaospy
and its dependencies in developer mode:
pip install -e .[dev]
To run tests on your local system:
pytest --doctest-modules chaospy/ tests/ README.rst
Ensure that pandoc
is installed and available in your path to
build the documentation.
From the docs/
directory, build the documentation locally using:
cd docs/
make html
Run make
without arguments to view other build targets.
The HTML documentation will be output to doc/.build/html
.