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Summary

Implementation of Vecchia GPs for "Scalable Bayesian Optimization Using Vecchia Approximations of Gaussian Processes".

Install

It's assumed there is a conda environement with all dependencies which also has conda compilers.

To install, run pip install . inside the "code" folder.

code

Contains code for Vecchia GPs.

notebooks

Contains an exmaple using a Vecchia GP for a BO loop in BoTorch.

Dependencies

faiss 1.7.2, gpytorch 1.9.0, torch 1.12.1, numpy 1.23.3 and matplotlib 3.6.1.

References

arxiv paper.

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Vecchia GPs for BO.

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