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Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.

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- [ ] Documentation - [ ] Sample (selected) deterministic variables - [ ] HMC from blackjax-devs/blackjax - [ ] NUTS from blackjax-devs/blackjax - [ ] Effective sample size from...

Here are some changes to get the ball rolling with MCMC tests. There's still a lot left to do though. I include a notebook to look at the empirical distributions...

I'm a big fan of [pre-commit hooks](https://pre-commit.com/), as they can help avoid stupid mistakes like forgetting to run `black` auto formatting or `isort` for sorting imports and so on. As...

Opening this to have a discussion with myself about sampling UX.

enhancement-inference
enhancement-api

Hi, Looks like there is support for lots of common distribution. There are a handful of other distributions which are not presently supported but could (fingers crossed) be easily implemented....

enhancement-distribution
help wanted
good first issue

Sometimes we'd like to help with an open source library but are not quite sure what with/don't want to bother the maintainer. I've been there. That is why I've a...

discussion

I'm not familiar really with this distribution and am a bit confused with all the different ways it is parameterized depending on which library you look at, for example [Stan](https://mc-stan.org/docs/2_22/functions-reference/pareto-distribution.html)...

While going through Statistical Rethinking I wanted to execute a prior-predictive simulation, but the results did not match the textbook example, see below. What's more, I played with some other...

bug
example
priority-1

I thought I would open an issue to follow up on https://github.com/rlouf/mcx/issues/1#issuecomment-812733048 , even though I'm not sure if I would be able to contribute a PR. @rlouf Do I...

https://github.com/rlouf/mcx/blob/2a2b94801e68d94d86826863eeee80f0b84c390d/mcx/inference/hmc.py#L198-L205 We currently pass the parameters directly to the runtime; While the values of the parameters are passed in the `Trace` object, it would be convenient to update the Kernel's...