Check for feasibility in gen_candidates_scipy and error out for infeasible candidates #3335
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Summary:
X-link: pytorch/botorch#2737
As titled. Previously, it was possible to return infeasible candidates to the user, with or without warnings alerting the user to the issue. This diff makes it so that the optimizer will error out when infeasible candidates are generated, so that the user can adjust the setup as needed.
Resolves pytorch/botorch#2708
Also includes a couple lint fixes in optimizer tests.
Reviewed By: esantorella
Differential Revision: D69314159