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gh-1870: Refactor `log_prob` method in `_MixtureBase` class to handle `-jnp.inf` #3506

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Run time

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Job	Run time
lint (3.9)	3m 57s
examples (3.9)	11m 15s
test-modeling (3.9)	24m 29s
test-inference (3.9)	28m 36s
	1h 8m 17s