├── .gitignore ├── LICENSE ├── README.md ├── docs ├── Makefile ├── make.bat ├── requirements.txt └── source │ ├── computation_graphs.tex │ ├── conf.py │ ├── docutils.conf │ ├── examples.discrete_vae.rst │ ├── examples.intro.rst │ ├── examples.rst │ ├── faq.rst │ ├── help.rst │ ├── images │ ├── deterministic.png │ ├── logo.png │ ├── reparameterization.png │ ├── stochastic.png │ └── vae.png │ ├── index.rst │ ├── installation.rst │ ├── intro.discrete_vae.rst │ ├── intro.informal.rst │ ├── intro.rst │ ├── intro.storch.rst │ ├── license.rst │ ├── references.bib │ ├── storch.method.rst │ ├── storch.nn.rst │ ├── storch.plate.rst │ ├── storch.rst │ ├── storch.sampling.rst │ ├── storch.seq.rst │ └── storch.tensor.rst ├── examples ├── __init__.py ├── bernoulli_grad_var.py ├── bernoulli_toy.py ├── dataloader │ ├── data_loader.py │ └── fixed_mnist.py ├── introduction.py ├── vae │ ├── __init__.py │ ├── bernoulli_vae.py │ ├── discrete_vae.py │ ├── normal_vae.py │ ├── runs │ │ └── Mar23_13-50-49_Emiles-MacBook-Pro.localdiscrete_vae_gumbel │ │ │ └── events.out.tfevents.1584967849.Emiles-MacBook-Pro.local │ ├── train.py │ └── vae.py └── vae_reference.py ├── logo.png ├── readthedocs.yml ├── requirements.txt ├── setup.py ├── storch ├── __init__.py ├── exceptions.py ├── excluded_init.py ├── inference.py ├── method │ ├── __init__.py │ ├── arm.py │ ├── baseline.py │ ├── method.py │ ├── multi_sample_reinforce.py │ ├── rao_blackwell.py │ ├── relax.py │ └── unordered.py ├── nn │ ├── __init__.py │ └── losses.py ├── sampling │ ├── __init__.py │ ├── expect.py │ ├── importance_sampling.py │ ├── mapo.py │ ├── method.py │ ├── seq.py │ ├── swor.py │ └── unordered_set.py ├── storch.py ├── tensor.py ├── typing.py ├── unique.py ├── util.py └── wrappers.py └── test ├── __init__.py ├── collect_env.py ├── gc_problems ├── Tensor.png ├── dT.png ├── function.png ├── ordereddict.png └── sT.png ├── is_unbiased.py ├── pyro_enum.py ├── test.py ├── test2.py ├── test_allowed.py ├── 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