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Mahalanobis Batch BO

Setup

pip install requirements.txt

Rover trajectory objective function is available at zi-w/Ensemble-Bayesian-Optimization. Place rover_function.py and rover_utils.py under the directory lib/problem/box2d. You also need to install pybox2d.

For Anaconda,

conda install -c conda-forge pybox2d

Otherwise, build pybox2d from the source. See https://github.com/pybox2d/pybox2d/blob/master/INSTALL.md

To run SILBO, get the source code from cjfcsjt/SILBO and place them under lib/bo/SILBO. You may need to manually install ristretto, GPy, matplotlib and cma.

To run ALEBO, install with pip:

pip install ax-platform==v0.2.2

To run TuRBO, get the source code from uber-research/TuRBO and place them under lib/bo/turbo.

Run BO experiment

For example,

cd bo_exp
python bo_Branin_D100.py

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