A package to emulate expensive functions using Gaussian processes.
Project description
Function emulation using Gaussian processes
tremulator provides the Emulator class for easy emulation
of expensive functions with user-defined training and acquisition
functions. It is built upon george
and allows the trained emulator to be saved to an
asdf file. The saved file
can be read by the Interpolator class which then requires no more
training.
Installation
Using pip
tremulator is available on PyPI, install using
pip install tremulator --upgrade
Github
The package can be installed from Github by running the following commands in the preferred installation location:
git clone https://github.com/StijnDebackere/tremulator
cd tremulator
python3 setup.py install
Dependencies
tremulator will automatically install the following packages
- numpy
- scipy
- asdf
- emcee
- george
- pyDOE
- tqdm
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