Improve the caching strategy employed in `utils.py` #281

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Run time

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Job	Run time
test (3.8, ubuntu-latest)	16s
test (3.8, macos-latest)	25s
test (3.8, windows-latest)	47s
test (3.9, ubuntu-latest)	19s
test (3.9, macos-latest)	23s
test (3.9, windows-latest)	47s
test (3.10, ubuntu-latest)	18s
test (3.10, macos-latest)	29s
test (3.10, windows-latest)	46s
test (3.11, ubuntu-latest)	39s
test (3.11, macos-latest)	20s
test (3.11, windows-latest)	45s
test (3.12, ubuntu-latest)	27s
test (3.12, macos-latest)	50s
test (3.12, windows-latest)	1m 25s
	8m 56s