Introducing pyro.infer.predictive.WeighedPredictive which reports weights along with predicted samples #1199

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Run time

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Job	Run time
lint (3.8)	29s
docs (3.8)	2m 27s
tutorials-html (3.8)	3m 29s
integration_2 (3.8)	37m 57s
unit (3.8)	27m 4s
integration_1 (3.8)	31m 34s
funsor (3.8)	9m 23s
examples (3.8)	25m 11s
finish (3.8)	13s
	2h 17m 47s