This is pre-release software, and as such is lacking testing, documentation and much functionality.
You can find the project proposal at: https://github.com/GPflow/GPflow/issues/397
If you're interested in helping shape GPflowOpt, let us know via an issue on this repo.
GPflowOpt
Bayesian Optimization using GPflow