Support multidimensional HSGP (numpyro.contrib.hsgp) #3314

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Run time

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Job	Run time
lint (3.9)	3m 52s
test-inference (3.9)	13m 14s
test-modeling (3.9)	21m 20s
examples (3.9)	1m 30s
	39m 56s