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Summary:
Adds tests for candidate generation, prediction & cross validation using HSS with MBM defaults. Notably, the tests do not involve any mocks, except for
fast_botorch_optimize
.The tests also highlight a weakness of current setup as it does not allow making predictions using valid parameterizations, when those parameterizations lack the inactive parameters (i.e. they're not full parmeterizations).
Differential Revision: D55952289