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Add AutoGuideList (#1669)
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tare committed Nov 6, 2023
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Expand Up @@ -11,6 +11,7 @@ We provide a brief overview of the automatically generated guides available in N
* `AutoSurrogateLikelihoodDAIS <https://num.pyro.ai/en/latest/autoguide.html#numpyro.infer.autoguide.AutoSurrogateLikelihoodDAIS>`_ is a powerful variational inference algorithm that leverages HMC and that supports data subsampling.
* `AutoSemiDAIS <https://num.pyro.ai/en/latest/autoguide.html#numpyro.infer.autoguide.AutoSemiDAIS>`_ constructs a posterior approximation like `AutoDAIS <https://num.pyro.ai/en/latest/autoguide.html#numpyro.infer.autoguide.AutoDAIS>`_ for local latent variables but provides support for data subsampling during ELBO training by utilizing a parametric guide for global latent variables.
* `AutoLaplaceApproximation <https://num.pyro.ai/en/latest/autoguide.html#numpyro.infer.autoguide.AutoLaplaceApproximation>`_ can be used to compute a Laplace approximation.
* `AutoGuideList <https://num.pyro.ai/en/latest/autoguide.html#numpyro.infer.autoguide.AutoGuideList>`_ can be used to combine multiple automatic guides.

.. automodule:: numpyro.infer.autoguide

Expand All @@ -22,6 +23,14 @@ AutoGuide
:show-inheritance:
:member-order: bysource

AutoGuideList
-------------
.. autoclass:: numpyro.infer.autoguide.AutoGuideList
:members:
:undoc-members:
:show-inheritance:
:member-order: bysource

AutoContinuous
--------------
.. autoclass:: numpyro.infer.autoguide.AutoContinuous
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