tests

Add logging with state to Bayesian Optimizer #371

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Run time

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Job	Run time
Python 3.9 - numpy >=1.25,<2	4m 46s
Python 3.9 - numpy >=2	4m 34s
Python 3.10 - numpy >=1.25,<2	4m 46s
Python 3.10 - numpy >=2	4m 46s
Python 3.11 - numpy >=1.25,<2	4m 48s
Python 3.11 - numpy >=2	4m 30s
Python 3.12 - numpy >=1.25,<2	4m 45s
Python 3.12 - numpy >=2	4m 47s
Python 3.13 - numpy >=2	4m 46s
	42m 28s