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This ends up being a reorganization of a lot of things. But the main change to look at is in what is now
pybo.solvers.bayesopt
(this was formerlypybo.policies.gppolicy
). TheGPPolicy
object now forms thesolve_bayesopt
function. The other thing is that this gets rid kernel/noise/etc parameters. You can now pass agp
object, and if one is not given a default will be constructed (using the Matern3 kernel). If no gp object is given this also ignores the prior.Finally there's also a
callback
option which provides a function to call on each iteration. This is used to implement the demo.