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Introducing pyro.infer.predictive.WeighedPredictive which reports weights along with predicted samples #1194

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Run time

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Job	Run time
lint (3.8)	25s
docs (3.8)	2m 55s
tutorials-html (3.8)	3m 8s
unit (3.8)	27m 16s
integration_1 (3.8)	30m 57s
funsor (3.8)	9m 47s
integration_2 (3.8)	38m 28s
examples (3.8)	26m 15s
finish (3.8)	10s
	2h 19m 21s