A flexible Bayesian optimization framework.
Project description
This framework performs Asynchronous Bayesian Optimization with support for remote evaluations, resilient to hardware/software failures
Documentation for the software is available on ReadTheDocs.
How do I get set up?
This code is compatible with Python3.5, and requires several modules. The requirements are available in requirements.txt. If you are doing a tar ball installation, do
python3.5 -m pip install -r requirements.txt
python3.5 -m pip install setup.py
If you are using a pip installation, simply do
python3.5 -m pip install paryopt
Citing:
The publication related to the implementation can be found on arxiv. If you use PARyOpt, please cite as:
Pokuri, B. S. S., Lofquist, A., Risko, C. M., & Ganapathysubramanian, B. (2018). PARyOpt: A software for Parallel Asynchronous Remote Bayesian Optimization. arXiv preprint arXiv:1809.04668.
Bibtex entry
@article{pokuri2018paryopt, title={PARyOpt: A software for Parallel Asynchronous Remote Bayesian Optimization}, author={Pokuri, Balaji Sesha Sarath and Lofquist, Alec and Risko, Chad M and Ganapathysubramanian, Baskar}, journal={arXiv preprint arXiv:1809.04668}, year={2018} }
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