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The Future of Pyro
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The Future of Pyro It’s been almost three years since we released the alpha version of Pyro in November 2017. And what a ride it’s been! We’ve been thrilled to see our user and contributor base continue to grow, with di…

1 3240 October 15, 2020
Welcome to the Pyro Discussion Forum!
1 2607 November 16, 2017
About the Gradient Calculation of TraceELBO
Tutorials
0 7 October 2, 2022
AutoGuide for new data in a hierarchical model
Misc.
1 28 September 30, 2022
How should I handle input random variables?
0 29 September 30, 2022
Error fix with hint of - enclose the batched tensor in a with pyro.plate(...): context
Misc.
1 27 September 29, 2022
Setup beta prior distribution using pyro
Misc.
1 23 September 29, 2022
How to draw MCMC sample from a model where some random parameters are maintained to their fixed, prior distribution?
1 34 September 27, 2022
Discrete support assert in Zero Inflated Distribution
1 27 September 27, 2022
How to use product of expert VAE or multimodal VAE in pyro
0 22 September 27, 2022
How to use numpyro to marginalize discrete variables in a diagnostic classification tree model
numpyro
0 30 September 27, 2022
Custom Guides and log_abs_det_jacobian Question
2 26 September 26, 2022
How to check shape when inference with Discrete Latent Variables¶using enumeration in numpyro?
0 19 September 26, 2022
Simple REINFORCE and Rao-Blackwellization Question
2 36 September 25, 2022
How to implement the NUTS algorithm in numpyro when (no downstream coupling) is violated?
numpyro
0 31 September 25, 2022
How to decrease the gpu memory usage when large scale nested plates appear in model?
Misc.
2 36 September 25, 2022
How does HMCGibbs work?
numpyro
1 40 September 23, 2022
Multiple Sample Sites/ Infer Discrete
Misc.
3 67 September 23, 2022
Simplex in model become nan
Misc.
1 74 September 22, 2022
How to use Pyro to solve the model inversion problem
Misc.
1 60 September 21, 2022
Effective Sample Size very low for Gaussian Mixture Model
numpyro
3 65 September 21, 2022
Binomial Regression, pyro.get_param_store return point estimate
Tutorials
1 40 September 20, 2022
Guides and modules
0 38 September 20, 2022
Negative TraceEnum_ELBO loss in time-series topic model
Misc.
2 41 September 20, 2022
Questions about tuning Numpyro model
numpyro
4 65 September 20, 2022
RuntimeError about autograd when building a time series probabilistic model
Misc.
1 44 September 19, 2022
Error about Shape Mismatch when introducing Mini-Batch
Misc.
7 57 September 19, 2022
How can Pyro compute PPD without guide and posterior samples?
Misc.
1 32 September 17, 2022
AffineTransform creates 2 estimates
numpyro
0 24 September 17, 2022
Observed Negative Potential Energy with NUTS Sampler
numpyro
2 38 September 16, 2022