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        "description": "|CI|_ |Codecov|_ |Python|_ |License|_ |Conda|_ |PyPi|_ |Zulip|_ |Joss|_\n\n.. |CI| image:: https://gitlab.com/cerfacs/batman/badges/develop/pipeline.svg\n.. _CI: https://gitlab.com/cerfacs/batman/pipelines\n\n.. |Codecov| image:: https://gitlab.com/cerfacs/batman/badges/develop/coverage.svg\n.. _Codecov: https://gitlab.com/cerfacs/batman/pipelines\n\n.. |Python| image:: https://img.shields.io/badge/python-2.7,_3.7-blue.svg\n.. _Python: https://python.org\n\n.. |License| image:: https://img.shields.io/badge/license-CECILL--B_License-blue.svg\n.. _License: http://www.cecill.info/licences/Licence_CeCILL-B_V1-en.html\n\n.. |Zulip| image:: https://img.shields.io/badge/zulip-join_chat-brightgreen.svg\n.. _Zulip: https://batman-cerfacs.zulipchat.com\n\n.. |Conda| image:: https://img.shields.io/badge/install_with-conda-brightgreen.svg\n.. _Conda: https://anaconda.org/conda-forge/batman\n\n.. |PyPi| image:: https://img.shields.io/badge/install_with-pypi-brightgreen.svg\n.. _PyPi: https://pypi.org/project/ot-batman/\n\n.. |Joss| image:: https://joss.theoj.org/papers/a1c4bddc33a1d8ab55fce1a3596196d8/status.svg\n.. _Joss: https://joss.theoj.org/papers/a1c4bddc33a1d8ab55fce1a3596196d8\n\nBatman\n======\n\n**Batman** stands for Bayesian Analysis Tool for Modelling and uncertAinty\nquaNtification. It is a Python module distributed under the open-source\nCECILL-B license (MIT/BSD compatible).\n\n*batman* seamlessly allows to do statistical analysis (sensitivity analysis,\nUncertainty Quantification, moments) based on non-intrusive ensemble experiment\nusing any computer solver. It relies on open source python packages dedicated\nto statistics (`OpenTURNS <http://www.openturns.org>`_ and\n`scikit-learn <http://scikit-learn.org>`_).\n\nMain features are: \n\n- Design of Experiment (LHS, low discrepancy sequences, MC),\n- Resample the parameter space based on the physic and the sample,\n- Surrogate Models (Gaussian process, Polynomial Chaos, RBF, *scikit-learn*'s regressors),\n- Optimization (Expected Improvement),\n- Sensitivity/Uncertainty Analysis (SA, UA) and Uncertainty Quantification (UQ),\n- Visualization in *n*-dimensions (HDR, Kiviat, PDF),\n- *POD* for database optimization or data reduction,\n- Automatically manage code computations in parallel.\n\nFull documentation is available at: \n\n    http://batman.readthedocs.io\n\n.. inclusion-marker-do-not-remove\n\nGetting started\n===============\n\nA detailled example can be found in \n`tutorial <http://batman.readthedocs.io/en/latest/tutorial.html>`_. The folder ``test_cases``\ncontains examples that you can adapt to you needs. You can find more information\nabout the cases within the respectives ``README.rst`` file. \n\nShoud you be interested by batman's implementation, consider\nreading the `technical documentation <http://batman.readthedocs.io/en/latest/technical.html>`_.\n\nIf you encounter a bug (or have a feature request), please report it via\n`GitLab <https://gitlab.com/cerfacs/batman/issues>`_. Or it might be you\nfalling but \"Why do we fall sir? So we can learn to pick ourselves up\".\n\nLast but not least, if you consider contributing check-out\n`contributing <http://batman.readthedocs.io/en/latest/contributing_link.html>`_.\n\nHappy batman.\n\nHow to install BATMAN?\n----------------------\n\nThe sources are located on *GitLab*: \n\n    https://gitlab.com/cerfacs/batman\n\nLatest release\n..............\n\nInstall and update using ``pip``::\n\n    pip install -U ot-batman\n\nbatman is also distributed through ``conda``, on the ``conda-forge`` channel.\n\nTo install conda::\n\n    wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh\n    bash Miniconda3-latest-Linux-x86_64.sh\n\nTo create a new environment and install batman through ``conda``::\n\n    conda create -n bat_env -c conda-forge batman\n\nAll the above dependencies are automatically handled by ``conda``, \nexcept `Antares <http://www.cerfacs.fr/antares>`_. For more information, refer\nto its `documentation <https://conda.io/docs/user-guide/getting-started.html>`_.\n\nFrom sources\n............\n\nUsing the latest python version is prefered! Then to install::\n\n    git clone git@gitlab.com:cerfacs/batman.git\n    cd batman\n    python setup.py install\n    python setup.py test\n    python setup.py build_sphinx\n\nThe latter is optionnal as it build the documentation. The testing part is also\noptionnal but is recommanded. (<30mins depending on your configuration).\n\n.. note:: If you don't have install priviledge, add ``--user`` option after install.\n    But the simplest way might be to use pip or a conda environment.\n\nIf batman has been correctly installed, you should be able to call it simply::\n\n    batman -h\n\n.. warning:: Depending on your configuration, you might have to export your local path: \n    ``export PATH=$PATH:~/.local/bin``. Care to be taken with both your ``PATH``\n    and ``PYTHONPATH`` environment variables. Make sure you do not call different\n    installation folders. It is recommanded that you leave your ``PYTHONPATH`` empty.\n\nDependencies\n````````````\n\nThe required dependencies are: \n\n- `Python <https://python.org>`_ >= 2.7 or >= 3.4\n- `OpenTURNS <http://www.openturns.org>`_ >= 1.10\n- `scikit-learn <http://scikit-learn.org>`_ >= 0.18\n- `numpy <http://www.numpy.org>`_ >= 1.13\n- `scipy <http://scipy.org>`_ >= 0.15\n- `pathos <https://github.com/uqfoundation/pathos>`_ >= 0.2\n- `matplotlib <http://matplotlib.org>`_ >= 2.1\n- `Paramiko <http://www.paramiko.org>`_ >= 2.4\n- `jsonschema <http://python-jsonschema.readthedocs.io/en/latest/>`_\n\nAppart from OpenTURNS, required dependencies are satisfied by the installer.\nOptionnal dependencies are: \n\n- `Antares <http://www.cerfacs.fr/antares>`_ for extra IO options\n- `sphinx <http://www.sphinx-doc.org>`_ >= 1.4 for documentation\n- `ffmpeg <https://www.ffmpeg.org>`_ for movie visualizations (*n_features* > 2)\n\nTesting dependencies are: \n\n- `pytest <https://docs.pytest.org/en/latest/>`_ >= 2.8\n- `mock <https://pypi.python.org/pypi/mock>`_ >= 2.0\n\nExtra testing flavours: \n\n- `coverage <http://coverage.readthedocs.io>`_ >= 4.4\n- `pylint <https://www.pylint.org>`_ >= 1.6.0\n\n.. note:: OpenTURNS and ffmpeg are available on *conda* through\n    the *conda-forge* channel.\n\nHelp and Support\n----------------\n\nAbout us\n........\n\nSee authors and project history at: `about us <http://batman.readthedocs.io/en/latest/about.html>`_.\n\nCommunity\n.........\n\nIf you use batman, come and say hi at https://batman-cerfacs.zulipchat.com.\nOr send us an email. We would really appreciate that as we keep record of the users!\n\nCitation\n........\n\nIf you use batman in a scientific publication, we would appreciate `citations <http://batman.readthedocs.io/en/latest/about.html#citing-batman>`_.\n\n\n",
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