Expected Behavior

Supports BayesianOptimization

Actual Behavior

Does not support BayesianOptimization

Checklist

• I have completely filled out this template
• I have confirmed that this issue exists on the current master branch
• I have confirmed that this is not a duplicate issue by searching issues