Tests

Add metric computation functions for surrogate performance evaluation #1650

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Run time

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Job	Run time
test (ubuntu-latest, 3.12)	9m 41s
test (ubuntu-latest, 3.12)	9m 46s
test (macos-latest, 3.12)	4m 25s
test (macos-latest, 3.12)	4m 25s
test (windows-latest, 3.12)	11m 25s
test (windows-latest, 3.12)	11m 25s
test (ubuntu-latest, 3.11)	8m 37s
test (ubuntu-latest, 3.11)	8m 37s
test (ubuntu-latest, 3.10)	9m 24s
test (ubuntu-latest, 3.10)	9m 24s
	1h 27m 9s