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Bayesian Modeling and Probabilistic Programming in Python

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I'm using Atom + Hydrogen plugin and progress bars are not shown when sampling. Probably the same issue as #4090 but there it's Pycharm. fastprogress library has a `force_console_behavior` functionality...

Looking through #143 and #292, it seems like `iter_sample()` is the proposed way to resume sampling from an existing trace. However, it looks like `iter_sample()` doesn't support multi-processes, so it...

feature request

PyCharm tells me this variable is never used: https://github.com/pymc-devs/pymc/blob/4ca3414e2f4e95a9cc8b393e1310de22d3afa473/pymc/distributions/logprob.py#L94 CC: @ferrine and @chritter

defects
maintenance

we use `logo_link` to make clicking on the logo go to www.pymc.io instead of the build based homepage (learn for versioned docs and gallery for pymc-examples). This no longer works...

docs
beginner friendly

### Describe the issue: This may be related to https://github.com/pymc-devs/pymc/issues/6779 **Description:** When creating a model with `floatX="float32"` that includes a Dirichlet distribution, the `floatX` assignment is respected. When creating a...

bug

## Description This meta-info is necessary to reason about batch dims of SymbolicRandomVariables in the context of https://github.com/pymc-devs/pymc-experimental/pull/300 This is probably what we should use for RandomVariables, instead of defining...

maintenance

## Description Rename `moment` method to avoid confusion with distribution mean. ## Related Issue - [x] Closes #6974 ## Checklist - [ ] Rename `moment` method in code (and other...

## Description Also: * Refactored code to avoid so much duplication * Inlined some very short one-use functions * Got rid of the many verbose log time statements * Always...

enhancements
maintenance
jax
samplers

### Before ```python Due to pymc.math missing a number of common numpy/pytensor operations, this is primarily the inverse trig functions but it would be worth combing through the full list...

feature request

### Describe the issue: The type checker pyright doesn't find the `pymc.math` module when pymc is imported as pm. While it works at runtime, this is still a bug in...

bug