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Bayesian Modeling and Probabilistic Programming in Python

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Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 4. Release notes Sourced from codecov/codecov-action's releases. v4.0.0 v4 of the Codecov Action uses the CLI as the underlying upload. The CLI has helped to...

dependencies

## Description Currently, the results of `scan` are evaluated in `_postprocess_samples`, and then the axes are fixed in the list comprehension `[jnp.swapaxes(t, 0, 1) for _, t in outs]`. This...

## Description Adds `drop_first`, defaults to `False`, in the arguments for `HSGPPeriodic`. Sometimes, but not always, the first sine and cosine basis vectors are all zeros and all ones respectively....

enhancements
GP

### Before ```python x = pm.Normal("x") x_print = Print("x")(x) ``` ### After ```python x = pm.Normal("x", debug=True) ``` ### Context for the issue: On https://www.pymc.io/projects/examples/en/latest/howto/howto_debugging.html we show how `pytensor.printing.Print` can...

beginner friendly
feature request

### Idea or request for content: I think it would be good to have a set of best practices and/or practices that are "intuitive" but not ideal. The sorts of...

docs
request discussion

## Description Renamed gp.predict to gp.compile_predict ## Related Issue - [ ] Closes #6724 - [ ] Related to #6724 ## Checklist - [x] Checked that [the pre-commit linting/style checks...

### Describe the issue: If a transformation is done with an observed variable, it seems to flat out be ignored. In the example below, the observations are out of the...

docs

It is always a trouble to calculate required M for HSGP, adding helper functions to simplify that **What is this PR about?** ... **Checklist** + [x] Explain important implementation details...

enhancements
GP

**What is this PR about?** Enables Block Dense mass matrix adaptation for numpyro **Checklist** + [x] Explain important implementation details 👆 + [x] Make sure that [the pre-commit linting/style checks...

enhancements
jax

### Describe the issue: The function `get_tau_sigma` in `distributions/continuous.py` does not properly handle lists of `Variable`s. When a list is passed, the function attempts to convert it to a `numpy`...

bug