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pip
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BSD 3-Clause License
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Copyright (c) 2019, Stan Developers and their Assignees
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All rights reserved.
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Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:
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* Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.
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* Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.
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* Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission.
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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Metadata-Version: 2.1
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Name: cmdstanpy
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Version: 1.2.5
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Summary: Python interface to CmdStan
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Author: Stan Dev Team
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License: BSD-3-Clause
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Project-URL: Homepage, https://github.com/stan-dev/cmdstanpy
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Project-URL: Bug Tracker, https://github.com/stan-dev/cmdstanpy/issues
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Classifier: Programming Language :: Python :: 3
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Classifier: License :: OSI Approved :: BSD License
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Classifier: Operating System :: OS Independent
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Classifier: Development Status :: 5 - Production/Stable
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Classifier: Intended Audience :: Science/Research
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Classifier: Natural Language :: English
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Classifier: Programming Language :: Python
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Classifier: Topic :: Scientific/Engineering :: Information Analysis
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Requires-Python: >=3.8
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Description-Content-Type: text/markdown
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License-File: LICENSE.md
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Requires-Dist: pandas
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Requires-Dist: numpy>=1.21
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Requires-Dist: tqdm
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Requires-Dist: stanio<2.0.0,>=0.4.0
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Provides-Extra: all
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Requires-Dist: xarray; extra == "all"
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Provides-Extra: test
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Requires-Dist: flake8; extra == "test"
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Requires-Dist: pylint; extra == "test"
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Requires-Dist: pytest-order; extra == "test"
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# CmdStanPy
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[](https://codecov.io/gh/stan-dev/cmdstanpy)
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CmdStanPy is a lightweight pure-Python interface to CmdStan which provides access to the Stan compiler and all inference algorithms. It supports both development and production workflows. Because model development and testing may require many iterations, the defaults favor development mode and therefore output files are stored on a temporary filesystem. Non-default options allow all aspects of a run to be specified so that scripts can be used to distributed analysis jobs across nodes and machines.
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CmdStanPy is distributed via PyPi: https://pypi.org/project/cmdstanpy/
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or Conda Forge: https://anaconda.org/conda-forge/cmdstanpy
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### Goals
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- Clean interface to Stan services so that CmdStanPy can keep up with Stan releases.
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- Provide access to all CmdStan inference methods.
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- Easy to install,
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+ minimal Python library dependencies: numpy, pandas
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+ Python code doesn't interface directly with c++, only calls compiled executables
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- Modular - CmdStanPy produces a MCMC sample (or point estimate) from the posterior; other packages do analysis and visualization.
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- Low memory overhead - by default, minimal memory used above that required by CmdStanPy; objects run CmdStan programs and track CmdStan input and output files.
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### Source Repository
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CmdStanPy and CmdStan are available from GitHub: https://github.com/stan-dev/cmdstanpy and https://github.com/stan-dev/cmdstan
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### Docs
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The latest release documentation is hosted on https://mc-stan.org/cmdstanpy, older release versions are available from readthedocs: https://cmdstanpy.readthedocs.io
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### Licensing
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The CmdStanPy, CmdStan, and the core Stan C++ code are licensed under new BSD.
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### Example
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```python
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import os
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from cmdstanpy import cmdstan_path, CmdStanModel
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# specify locations of Stan program file and data
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stan_file = os.path.join(cmdstan_path(), 'examples', 'bernoulli', 'bernoulli.stan')
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data_file = os.path.join(cmdstan_path(), 'examples', 'bernoulli', 'bernoulli.data.json')
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# instantiate a model; compiles the Stan program by default
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model = CmdStanModel(stan_file=stan_file)
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# obtain a posterior sample from the model conditioned on the data
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fit = model.sample(chains=4, data=data_file)
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# summarize the results (wraps CmdStan `bin/stansummary`):
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fit.summary()
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```
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Wheel-Version: 1.0
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Generator: setuptools (75.6.0)
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Tag: py3-none-any
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[console_scripts]
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install_cmdstan = cmdstanpy.install_cmdstan:__main__
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install_cxx_toolchain = cmdstanpy.install_cxx_toolchain:__main__
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cmdstanpy
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