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Unify constraint handling for AutoContinuous, AutoDelta, AutoNormal.#2015

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Unify constraint handling for AutoContinuous, AutoDelta, AutoNormal.#2015
tillahoffmann wants to merge 5 commits into
pyro-ppl:masterfrom
tillahoffmann:autosample

Halve default number of hidden factors in `neutra` example.

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