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* Modifying cartesian product to allow for more >2D input arrays
* Assert for equality in cartesian test
* Mention #4482 in new features
Co-authored-by: Michael Osthege <michael.osthege@outlook.com>

Closes #4485

* Create bash script for faster build

* Use git-dir in bashscript to change branch

* Better git command for checking out the pymc3-examples branch

* First change the pymc3 examples branch

* Address comments and suggestions on bash script

* Rename bash file according to comments

* Update fast_build_docs.sh

Change `sh` -> `bash` in shell script
Co-authored-by: Marco Gorelli <marcogorelli@protonmail.com>
Co-authored-by: Marco Gorelli <marcogorelli@protonmail.com>

* Small fix Triangular logp and logcdf methods
* Add tests for invalid parameters Uniform, Triangular, DiscreteUniform

* Transform samples from sample_numpyro_nuts

* Add `pymc3.sampling_jax._transform_samples` function which transforms draws

* Modify `pymc3.sampling_jax.sample_numpyro_nuts` function to use this function to return transformed samples

* Add release note

* Update pymc3/sampling_jax.py
Co-authored-by: Junpeng Lao <junpenglao@gmail.com>

* Added a small test

* Split jax tests into their own workflow
Co-authored-by: Michael Osthege <michael.osthege@outlook.com>
Co-authored-by: Junpeng Lao <junpenglao@gmail.com>

* ⬆️ UPGRADE: Autoupdate pre-commit config

* ⬆️ UPGRADE: Autoupdate pre-commit config
Co-authored-by: twiecki <twiecki@users.noreply.github.com>

* Refactor and unseed TestMatchesScipy
* Show arguments when check_logcdf fails
* Reduce 64bit precision test_skew_normal
* Mark xfail 32-bit for Gamma logcdf
* Reduce 64bit precision test_inverse_gamma_alt_params

* Fix Dirichlet.logp by checking number of categories > 1 only at event dims

* Update test_distributions.py

* Removed the shape validation check to even work for last dimensional shape as 1.

Modified the `test_dirichlet` function to check for the same.

* Added a test to check Dirichlet.logp with different batch shapes.

* Tested exact Dirichlet.logp values againt scipy implementation

Given a mention in RELEASE-NOTES.md

Make deepcopy of start dicts in pm.sample and `pm.find_MAP` to prevent inplace modification of user variables

closes #4456 

* one class docs updated

* Updated with docs with PEP 257 in one class

* Updated with docs with PEP 257 in one class

* updated

* update

* Update

* update

* Update pymc3/step_methods/metropolis.py
Co-authored-by: Thomas Wiecki <thomas.wiecki@gmail.com>

Avoid unclear TypeError when using theano.shared variables as input to distribution parameters (#4445)

* Added default testvalue support for theano.shared
Co-authored-by: Ricardo <ricardo.vieira1994@gmail.com>

* Add tests for edge cases

* Add release-note

* Support imputations with ndarray data (closes #4437)

* Evaluate only desired function in log1mexp_numpy

* Do not change input inplace

* Add release note

* Mention removal of ArviZ-delegated plotting and stats

* Mention most important breaking changes first

* Test logcdf methods outside of finite edges

* Fix failing logcdf methods

* Disable failing tests temporarily

* Revert removed xfail

* Update docstring

* Add more informative comment

* refactor split variables, add prior split variables, add predict function
* remove dirichlet
* remove unused import
* use to_numpy to convert a series/dataframe to an array.
* use already defined variable

* make sure weights always sum up to 1, fix #4369

* always normalize self.weights in update_weights_beta

* rephrase

A test was added to asserts that strace.name is a string (this was not the case before #4365).

Non-empty model names are actually not supported (again, see #4365) so attempting to SMC-sample a named model will now raise a NotImplementedError.

Currently, `name` is a `Model`.

* Raise ValueError when there are no continuous variables

Remove deprecated block of code

* pre-commit

* Remove unused imports

* 🎉 Start removing Diagnostics & Plots in PyMC3 development

🔥 Remove arviz plots
* Remove directly imported arviz plots used in pymc3 plots

🔥 Remove all plots from PyMC3 Plots module

🔥 Remove PyMC3 plots references in Docs

🎨 Mention Plotting & Diagnostics in API page and remove plots reference in __init__.py

⏪ Revert posterior_plot function, test, and docs

🎨 Add deprecation warning to posterior_plot function

🎨 Add context on plot import and import back into __init__.py

✏ Add warning and details of posterior_plot added

Update docs/source/api/plots.rst
Co-authored-by: Alexandre ANDORRA <andorra.alexandre@gmail.com>

Update docs/source/api/plots.rst
Co-authored-by: Alexandre ANDORRA <andorra.alexandre@gmail.com>

Update pymc3/plots/__init__.py
Co-authored-by: Alexandre ANDORRA <andorra.alexandre@gmail.com>

Update pymc3/plots/__init__.py
Co-authored-by: Alexandre ANDORRA <andorra.alexandre@gmail.com>

✏ Update docs to add stats.rst details

✏ Minor docs notation for posterioplot function(s)

📝 Add breakline before docstring title

* ✏ small typo and remove summary in plots.rst

Closes #3938

We do not have pytest-ordering in the dependencies and tests should be unordered anyway.

Many gof imports were changed to explicit imports.
This commit also changes the usage of change_flags because of pending deprecation.