Tests

Move special "_optimize_hyperparam" functions outside krg_based.py #1607

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Run time

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Job	Run time
test (ubuntu-latest, 3.12)	9m 38s
test (macos-latest, 3.12)	4m 30s
test (windows-latest, 3.12)	10m 16s
test (ubuntu-latest, 3.11)	8m 32s
test (ubuntu-latest, 3.10)	9m 14s
	42m 10s