├── .codecov.yml ├── .devcontainer ├── Dockerfile └── devcontainer.json ├── .github └── FUNDING.yml ├── .gitignore ├── .pylintrc ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE.txt ├── MANIFEST.in ├── Makefile ├── README.md ├── azure-pipelines.yml ├── make.bat ├── nbconfig.py ├── notebooks ├── GP-Kernels.ipynb ├── Variational_API_Quickstart.ipynb ├── __init__.py ├── baseball.ipynb ├── basic-usage.ipynb ├── context_design │ ├── README.md │ ├── compare_speed_logps.ipynb │ ├── developer guide.ipynb │ ├── example_models.ipynb │ ├── hmc.ipynb │ ├── pymc3_samplers.ipynb │ └── tfp_samplers.ipynb ├── data │ ├── efron-morris-75-data.tsv │ ├── radon.csv │ └── rugby.csv ├── discrete_distributions_sampling.ipynb ├── eight_schools.ipynb ├── gaussian_process.ipynb ├── pymc4_design_guide.ipynb ├── radon_hierarchical.ipynb ├── rugby_analytics.ipynb └── utils.py ├── pymc4 ├── __init__.py ├── coroutine_model.py ├── distributions │ ├── __init__.py │ ├── batchstack.py │ ├── continuous.py │ ├── discrete.py │ ├── distribution.py │ ├── mixture.py │ ├── multivariate.py │ ├── state_functions.py │ ├── timeseries.py │ └── transforms.py ├── flow │ ├── __init__.py │ ├── executor.py │ ├── meta_executor.py │ ├── posterior_predictive_executor.py │ └── transformed_executor.py ├── forward_sampling.py ├── gp │ ├── __init__.py │ ├── _kernel.py │ ├── cov.py │ ├── gp.py │ ├── mean.py │ └── util.py ├── inference │ ├── __init__.py │ └── sampling.py ├── mcmc │ ├── __init__.py │ ├── samplers.py │ ├── tf_support.py │ └── utils.py ├── plots │ ├── __init__.py │ └── gp_plots.py ├── scopes.py ├── utils.py └── variational │ ├── __init__.py │ ├── approximations.py │ ├── updates.py │ └── util.py ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── scripts ├── Dockerfile ├── README.md ├── container.bat ├── container.sh ├── create_testenv.sh └── lint.sh ├── setup.cfg ├── setup.py └── tests ├── __init__.py ├── conftest.py ├── pytest.ini ├── test_8schools.py ├── test_compound.py ├── 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