Adaptive multi-index stochastic collocation (surrogates) for metamodeling of multidisciplinary systems
Project description
Efficient framework for building surrogates of multidisciplinary systems. Uses the adaptive multi-index stochastic collocation (AMISC) technique.
Installation
We highly recommend using pdm:
pip install --user pdm
pdm add amisc
However, you can also install normally:
pip install amisc
To install from an editable local directory (e.g. for development), first fork the repo and then:
git clone https://github.com/<your-username>/amisc.git
pdm add -e ./amisc --dev # or..
pip install -e ./amisc # similarly
This way you can make changes to amisc
locally while working on some other project for example.
You can also quickly set up a dev environment with:
git clone https://github.com/<your-username>/amisc.git
cd amisc
pdm sync # reads pdm.lock and sets up an identical venv
Quickstart
--8<-- "amisc/examples/tutorial.py:simple"
Contributing
See the contribution guidelines.
Citations
AMISC paper [1].
Project details
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