This PR implements the LSR-BO methods implemented in https://github.com/experimental-design/bofire/issues/319 and creates an infrastructure to implement new related methods by toggling between local and global optimization in _ask.
In addtion the ShortestPathStrategy is implemented with solves a quadratic program to get the shortest path under linear constraints to get from start to end.
This PR implements the LSR-BO methods implemented in https://github.com/experimental-design/bofire/issues/319 and creates an infrastructure to implement new related methods by toggling between local and global optimization in
_ask
.In addtion the
ShortestPathStrategy
is implemented with solves a quadratic program to get the shortest path under linear constraints to get from start to end.Closes https://github.com/experimental-design/bofire/issues/319