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Features
PiBO: Augment the acquisition function by multiplying by a pdf given by the user.
The prior then decays over time, allowing for the optimization to carry on as per default.
The RunHistory can now act as a Mapping in that you can use the usual methods you can use on dicts, i.e. len(rh), rh.items(), rh[key]. Previously this was usually done by accessing rh.data which is still possible.
Minor Changes
Updated the signature of the ROAR facade to match with it's parent class SMAC4AC. Anyone relying on the output directory without specifying an explicit run_id to a ROAR facade should now expect to see the output directory at run_0 instead of run_1. See #827.
Code-Quality
Updated and integrated flake8, mypy, black, and isort.