NumPyro vs Pyro: Why is former 100x faster and when should I …
May 17, 2020 · My questions: Where is the performance gain (which is sometimes 340x or 2X) of NumPyro (over Pyro) coming from exactly? And more importantly, why (rather, where) would I …
python - How to use PyMC, PyMC-Marketing, and NumPyro …
Jul 31, 2025 · I’m trying to build a probabilistic model in Python that requires using PyMC, PyMC-Marketing, and NumPyro in the same script.
python - Numpyro returning error "Type error nuts object is not ...
Sep 10, 2024 · I am following the Gaussian Process example in Numpyro Website : https://num.pyro.ai/en/latest/examples/gp.html When I run MCMC I get the following Error …
jax - Numpyro producing the exact same value for parameters for …
Jun 15, 2025 · I have written the following numpyro model which models a gaussian process and then performs binomial regression. The issue i am having is that I get the same values for the …
Pyro vs Pymc? What are the difference between these Probabilistic ...
Jan 19, 2018 · Now NumPyro supports a number of inference algorithms, with a particular focus on MCMC algorithms like Hamiltonian Monte Carlo, including an implementation of the No U …
python - Hierarchical Time Series Modeling for Data with Different ...
May 8, 2025 · Hierarchical Time Series Modeling for Data with Different Lengths in Numpyro Asked 7 months ago Modified 7 months ago Viewed 37 times
Numpyro: Error when using MCMC with a model that uses scan
Feb 26, 2023 · I am trying to get the following model to work: def model_dynamic(self, hemp_size_t, values_t): # Unpack the values at time t t, actions_performed = values_t # …
arviz - Discepency in results fitting a bambi model with pymc …
Mar 9, 2011 · I’m working on a Bayesian model using the bambi modeling interface, Pymc backend and numpyro as the inference library. Problem When I fit my model locally using the …
PyMC use JAX to compute sample_posterior_predictive with GPU
Jun 2, 2024 · I'm able to use my GPU to speed up my PyMC model sampling with m.sampling_jax.sample_numpyro_nuts, and it works well in my Linux environment. However, …
Newest 'numpyro' Questions - Stack Overflow
NumPyro vs Pyro: Why is former 100x faster and when should I use the latter? From Pytorch-Pyro's website: We’re excited to announce the release of NumPyro, a NumPy-backed Pyro …