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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 2319 October 15, 2020
Welcome to the Pyro Discussion Forum!
1 2219 November 16, 2017
Inference using One Hot Categorical Distribution
Misc.
1 27 January 21, 2022
GPU memory preallocated and not released between batches
numpyro
2 49 January 19, 2022
Strange behaviour when using `odeint` and "longer" simulation times
numpyro
5 37 January 19, 2022
Poor scaling on number of observations with sparse data
numpyro
2 27 January 19, 2022
Different HMC results between devices, for same seed
numpyro
5 42 January 19, 2022
NN weights initialization in haiku_module
numpyro
2 36 January 18, 2022
Hierarchical model with two levels
numpyro
3 45 January 16, 2022
Can't sample posterior predictive, if model uses no covariates
numpyro
2 50 January 14, 2022
Reparameterization, lower and upper constraints for variables (MCMC)
numpyro
3 46 January 14, 2022
Init error, leading zero
2 72 January 14, 2022
SVI converges in complex discrete model but infer_discrete results are nonsense
Misc.
46 151 January 14, 2022
RuntimeError: Multiple sample sites named 'samples' for a code segment
Misc.
3 72 January 14, 2022
Gamma distribution modeling concentration and rate - Predictive error
17 256 January 14, 2022
Ignoring NaNs in a 2D array
numpyro
2 42 January 14, 2022
Porting a model from BUGS to numpyro
numpyro
19 148 January 14, 2022
Difficulty sampling from conditional distribution (normalizing flows)
3 32 January 13, 2022
Customizing ELBO
Misc.
1 31 January 13, 2022
Is there a way to specify the number of MCMC iterations?
Misc.
0 30 January 13, 2022
Beginner question on speed of NUTS sampler for DP Mixture model
numpyro
1 34 January 12, 2022
Time Series model dimensions over 32
Misc.
6 95 January 12, 2022
Find (most likely) latent variables for observations
2 39 January 12, 2022
How to save and load Normalizing Flows Model and distributions
Tutorials
1 56 January 10, 2022
Potential mistakes in the implementation of sparse regression examples
7 42 January 10, 2022
Shape issues with a hierarchical timeseries model
numpyro
14 64 January 10, 2022
Example Kernel: Metropolis
numpyro
6 69 January 9, 2022
Custom vs Autoguide in linear Latent Variable Model
Misc.
3 31 January 7, 2022
Conditional statement in numpyro
numpyro
2 29 January 7, 2022
Difference `pyro.param` vs `pyro.sample`
Misc.
4 46 January 4, 2022