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Support parameters in World #1605
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Summary: To support the use of `bm.param`s in the generative model, beanmachine's VI now: * Traces through `World` in addition to `VariationalWorld` so that `param`s used in `World` are added to the optimizer * Utilizes a `VariationalWorld` for both the generative and guide distributions in `gradient_estimators` so that `params` can be used in the generative model This is needed to support PPCA (N2358633) Differential Revision: D38754091 fbshipit-source-id: c110e22f9a4b7c9c86e37b9884d8e931466a0abf
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This pull request was exported from Phabricator. Differential Revision: D38754091 |
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Summary:
To support the use of
bm.params in the generative model, beanmachine's VI now:Worldin addition toVariationalWorldso thatparams used inWorldare added to the optimizerVariationalWorldfor both the generative and guide distributions ingradient_estimatorsso thatparamscan be used in the generative modelThis is needed to support PPCA (N2358633)
Differential Revision: D38754091