Implement TurBO as a first class model within BoFire.

[CompRhys]

TurBO is a strategy that uses local trust regions to help address the CoD, it is orthogonal and complementary to recent improvements such as LogEI and the Hvarfner prior. Trust region approaches could seemingly be added at a similar level of abstraction to the IterativeTrimming. The TurBO trust region strategy is also able to be combined with traditional DoE to guide experiments. TurBO performs particularly well in settings where we believe that we can run thousands of experiments.

BoTorch tutorial code: https://botorch.org/tutorials/turbo_1