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CmdStanPy is a lightweight interface to Stan for Python users which provides the necessary objects and functions to compile a Stan program and run Stan's sampler

License: BSD 3-Clause "New" or "Revised" License

Dockerfile 0.41% Python 77.09% Jupyter Notebook 21.95% R 0.25% Stan 0.31%

cmdstanpy's Introduction

CmdStanPy

CmdStanPy is a lightweight interface to Stan for Python users which provides the necessary objects and functions to compile a Stan program and run Stan's samplers.

Goals

  • Clean interface to Stan services so that CmdStanPy can keep up with Stan releases.

  • Provides complete control - all sampler arguments have corresponding named argument for CmdStanPy sampler function.

  • Easy to install,

    • minimal Python library dependencies: numpy, pandas
    • Python code doesn't interface directly with c++, only calls compiled executables
  • Modular - CmdStanPy produces a sample from the posterior, downstream modules do the analysis.

Source Repository

CmdStan's source-code repository is hosted here on GitHub.

Licensing

The CmdStanPy, CmdStan, and the core Stan C++ code are licensed under new BSD.

cmdstanpy's People

Contributors

ahartikainen avatar maedoc avatar mitzimorris avatar

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