Release 1.3.0 · pyro-ppl/pyro

New features

A new AutoNormal guide that supports data subsampling, thanks to @patrickeganfoley.
Data subsampling support for the AutoDelta guide.
A new pyro.subsample primitive to aide in subsampling.
An AutoNormalizingFlow autoguide.
A new pyro.contrib.forecast module for multivariate hierarchical heavy-tailed forecasting, together with three tutorials: uivariate, heavy-tailed, state space models, and hierarchical models.
A tutorial on Boosting Black Box Variational Inference, thanks to @lorenzkuhn, @gideonite, @sharrison5, and @TNU-yaoy.
A NeuTraReparam example.
PyroModule's interface is now stable, no longer EXPERIMENTAL.
Better validation for GaussianHMM and LinearHMM distributions.
Miscellaneous new GaussianHMM method to handle conjugacy.