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Merge branch 'fix-4206' of https://github.com/michaelosthege/pymc3 into fix-4206
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.gitmodules

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[submodule "docs/source/pymc-examples"]
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path = docs/source/pymc-examples
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url = [email protected]:pymc-devs/pymc-examples.git

.pre-commit-config.yaml

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- id: requirements-txt-fixer
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exclude: ^requirements-dev\.txt$
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- id: trailing-whitespace
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- repo: https://github.com/nbQA-dev/nbQA
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rev: 0.5.5
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hooks:
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- id: nbqa-black
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additional_dependencies: [black==20.8b1]
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- id: nbqa-isort
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additional_dependencies: [isort==5.6.4]
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- id: nbqa-pyupgrade
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additional_dependencies: [pyupgrade==2.7.4]
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args: [--py37-plus]
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- repo: https://github.com/PyCQA/isort
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rev: 5.6.4
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hooks:
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files: ^pymc3/
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- repo: local
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hooks:
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- id: watermark
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args: [--negate, --multiline]
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entry: '%load_ext watermark.*%watermark -n -u -v -iv -w'
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language: pygrep
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minimum_pre_commit_version: 2.8.0
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name: Check notebooks have watermark (see Jupyter style guide from PyMC3 Wiki)
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types: [jupyter]
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- id: check-toc
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entry: python scripts/check_toc_is_complete.py
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language: python
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name: Check all notebooks appear in table of contents
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types: [jupyter]
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- id: check-no-tests-are-ignored
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entry: python scripts/check_all_tests_are_covered.py
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files: ^\.github/workflows/pytest\.yml$

README.rst

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.. |Binder| image:: https://mybinder.org/badge_logo.svg
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:target: https://mybinder.org/v2/gh/pymc-devs/pymc3/master?filepath=%2Fdocs%2Fsource%2Fnotebooks
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.. |Build Status| image:: https://travis-ci.org/pymc-devs/pymc3.svg?branch=master
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:target: https://travis-ci.org/pymc-devs/pymc3
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.. |Build Status| image:: https://github.com/pymc-devs/pymc3/workflows/pytest/badge.svg
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:target: https://github.com/pymc-devs/pymc3/actions
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.. |Coverage| image:: https://codecov.io/gh/pymc-devs/pymc3/branch/master/graph/badge.svg
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:target: https://codecov.io/gh/pymc-devs/pymc3
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.. |Dockerhub| image:: https://img.shields.io/docker/automated/pymc/pymc3.svg

RELEASE-NOTES.md

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# Release Notes
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## PyMC3 3.11.0 (on deck)
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## PyMC3 vNext (on deck)
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This release breaks some APIs w.r.t. `3.10.0`.
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It also brings some dreadfully awaited fixes, so be sure to go through the changes below.
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(Or latest when you run into problems.)
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- Removed `theanof.set_theano_config` because it illegally touched Theano's privates (see [#4329](https://github.com/pymc-devs/pymc3/pull/4329)).
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### New Features
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- ...
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- `OrderedProbit` distribution added (see [#4232](https://github.com/pymc-devs/pymc3/pull/4232)).
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- `plot_posterior_predictive_glm` now works with `arviz.InferenceData` as well (see [#4234](https://github.com/pymc-devs/pymc3/pull/4234))
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### Maintenance
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- Fixed bug whereby partial traces returns after keyboard interrupt during parallel sampling had fewer draws than would've been available [#4318](https://github.com/pymc-devs/pymc3/pull/4318)
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- Make `sample_shape` same across all contexts in `draw_values` (see [#4305](https://github.com/pymc-devs/pymc3/pull/4305)).
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- The notebook gallery has been moved to https://github.com/pymc-devs/pymc-examples (see [#4348](https://github.com/pymc-devs/pymc3/pull/4348)).
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## PyMC3 3.10.0 (7 December 2020)

build_and_deploy_docs.sh

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latesttag=$(git describe --tags `git rev-list --tags --max-count=1`)
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echo checking out ${latesttag}
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git checkout ${latesttag}
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git submodule update --init --recursive
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pushd docs/source
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make html
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ghp-import -c docs.pymc.io -n -p _build/html/

docs/source/index.rst

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</div>
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</a>
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<a class="ui link card" href="/notebooks/variational_api_quickstart.html">
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<a class="ui link card" href="/pymc-examples/examples/variational_inference/variational_api_quickstart.html">
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<div class="content">
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<div class="header">Variational Inference</div>
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<div class="description">Variational inference saves computational cost by turning a problem of integration into one of optimization. PyMC3's variational API supports a number of cutting edge algorithms, as well as minibatch for scaling to large datasets.

docs/source/notebooks/AR.ipynb

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docs/source/notebooks/BEST.ipynb

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docs/source/notebooks/Bayes_factor.ipynb

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