Variational Inference for Dirichlet process clustering - Pyro ...
Jan 31, 2018 · Hi there! This is my first time using Pyro so I am very excited to see what I can built with it.🙂 Specifically, I am trying to do finite Dirichlet Process clustering with Variational Inference. I want to …
Gaussian mixture model in latent space of VAE - forum.pyro.ai
Dec 17, 2023 · I was curious if pyro would easily enable putting a Gaussian mixture model (GMM) as the prior on the latent space of a VAE. I took the VAE tutorial code and changed the model to the …
Deep Markov Model (DMM) for time series prediction - Tutorials - Pyro ...
May 21, 2024 · Hi everyone, I want to use DMM for time series prediction. My training data is x [1:T], and I want to predict x [T:T+t_forecast]. However, it seems that the DMM guide model requires observed …
Learning the sigma in SVI - Pyro Discussion Forum
Sep 26, 2024 · if y != None: with pyro.plate("data", len(y)): obs = pyro.sample("obs", dist.Normal(y_hat[:,0], sigma), obs=y) The sigma always ends up being the upper limit of the uniform …
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How to clear all pyro-global variables in namespace?
Nov 5, 2018 · To clear the parameter store, use pyro.clear_param_store(). Unlike param statements, however, sample statements don’t mutate any global state, so there’s nothing to clear - think of them …
Multi-Label Classification from Time-Series data - Misc. - Pyro ...
Dec 6, 2018 · Hey everyone, I’m trying to get my head around the plate notation representation with Pyro but unfortunately haven’t been able to understand this from the documentation. At a high level, …
Bayesian CNN - Misc. - Pyro Discussion Forum
Jul 30, 2018 · Hi, I am new to pyro. To try it I wanted to train a CNN module using bayesian inference using pyro. Can Anyone help me to transform it to random_module pyro? The network is the …
How is model conditioned using pyro.sample in factor?
Dec 14, 2020 · Hi @true, we consider the implementation of pyro.factor () an implementation detail: its effect should be to add a log prob term to the trace when used by inference algorithms. The way …
Using constraints within an nn.Module - Pyro Discussion Forum
Nov 6, 2018 · Dear Pyro team, I’m in the process of packaging the implementation of my model as a nn.Module, but am unsure as to how to manage constraints in this context; or, to put it another way, …