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Bayesian Modeling and Probabilistic Programming in Python

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### Description Rely on PyTensor 3.0, with default numba backend. This makes PyMC safely pip installable Potentially could make nutpie the default sampler when the whole model can run with...

pytensor
samplers

## Description ## Changes - Added `icdf` implementation to `pymc/distributions/discrete.py`. - Added `test_categorical_icdf`, `test_categorical_icdf_batch_shapes`, and `test_categorical_icdf_upper_edge`. ## Testing - All Categorical tests pass locally (`pytest -q tests/distributions -k categorical`). -...

### Issue with current documentation: I tried out the ZarrTrace backend and didn't notice anything being written. A directory is created when I make the `ZarrTrace` object, but it isn't...

docs

## Description - Add abstract transform_coords method to Transform base class - Implement method in all concrete Transform classes - SimplexTransform and SumTo1 remove last coordinate - Most other transforms...

## Description We will implement `ICARRV` and `CARRV` as `SymbolicRV`s by subclassing `SymbolicMVNormalUsedInternally`. This will eliminate the need for `rng_fn`. ## Related Issue - [x] Closes #7713 - [ ]...

enhancements

- [x] All arviz plots must be retrieved from pymc.plots.foo - [x] All arviz stats must be retrieved from pymc.stats.foo - [x] Removed many rare or non-user facing objects -...

request discussion
maintenance
major

## Description Initial work on #7462 from the PyData Amsterdam 2025 PyMC sprint. ---- ๐Ÿ“š Documentation preview ๐Ÿ“š: https://pymc--7918.org.readthedocs.build/en/7918/

### Describe the issue: Following these docs on the contributing page: ``` conda env create -f conda-envs/environment-dev.yml ``` and attempting to run the test suite results in `ModuleNotFoundError`s due to...

bug

### Description This is a painful gotcha I get hit by once in a while. If you have inconsistencies between the model coords and variable shapes, PyMC will still happy...

beginner friendly
shape problem
maintenance
help wanted

In https://github.com/pymc-devs/pymc/pull/7680#issuecomment-2709633765 it was suggested that instead of deprecating `find_constrained_prior`, we should call PreliZ's maxent function. ---- ๐Ÿ“š Documentation preview ๐Ÿ“š: https://pymc--7905.org.readthedocs.build/en/7905/