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        "author": "NiaOrg",
        "author_email": "niapy.organization@gmail.com",
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            "Operating System :: OS Independent",
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            "Programming Language :: Python :: 2",
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        "description": "|Unix Build Status|\n|Windows Build status|\n|Coverage Status|\n|Scrutinizer Code Quality|\n|PyPI Version|\n|Documentation Status|\n|GitHub license|\n\nAbout\n=====\n\nNature-inspired algorithms are a very popular tool for solving\noptimization problems. Numerous variants of `nature-inspired algorithms\nhave been developed <https://arxiv.org/abs/1307.4186>`__ since the\nbeginning of their era. To prove their versatility, those were tested in\nvarious domains on various applications, especially when they are\nhybridized, modified or adapted. However, implementation of\nnature-inspired algorithms is sometimes a difficult, complex and tedious\ntask. In order to break this wall, NiaPy is intended for simple and\nquick use, without spending time for implementing algorithms from\nscratch.\n\n\n.. image:: http://c1.staticflickr.com/5/4757/26625486258_41ea6d95e0.jpg\n    :align: center\n\nMission\n-------\n\n| Our mission is to build a collection of nature-inspired algorithms and\n  create a simple interface for managing the optimization process.\n| NiaPy will offer:\n\n-  numerous benchmark functions implementations,\n-  use of various nature-inspired algorithms without struggle and effort\n   with a simple interface,\n-  easy comparison between nature-inspired algorithms and\n-  export of results in various formats (LaTeX, JSON, Excel).\n\nOverview\n========\n\nPython micro framework for building nature-inspired algorithms. Official documentation is available `here <http://niapy.readthedocs.io/en/1.0.0>`_.\n\nThe micro framework features following algorithms:\n\n-  basic:\n    -  Artificial bee colony algorithm\n    -  Bat algorithm\n    -  Differential evolution algorithm\n    -  Firefly algorithm\n    -  Flower pollination algorithm\n    -  Genetic algorithm\n    -  Grey wolf optimizer\n    -  Particle swarm optimization\n-  modified:\n    -  Hybrid bat algorithm\n    -  Self-adaptive differential evolution algorithm\n\nThe following benchmark functions are included in NiaPy:\n\n-  Ackley\n-  Alpine\n    -  Alpine1\n    -  Alpine2\n-  Chung Reynolds\n-  Csendes\n-  Griewank\n-  Happy cat\n-  Pint\u00e9r\n-  Qing\n-  Quintic\n-  Rastrigin\n-  Ridge\n-  Rosenbrock\n-  Salomon\n-  Schumer Steiglitz\n-  Schwefel\n    -  Schwefel 2.21\n    -  Schwefel 2.22\n-  Sphere\n-  Step\n    -  Step2\n    -  Step3\n-  Stepint\n-  Styblinski-Tang\n-  Sum Squares\n-  Whitley\n\nSetup\n=====\n\nRequirements\n------------\n\n-  Python 3.6+ (backward compatibility with 2.7.14)\n-  Pip\n\nDependencies\n~~~~~~~~~~~~\n\n-  click == *\n-  numpy == 1.14.0\n-  scipy == 1.0.0\n-  xlsxwriter == 1.0.2\n\nList of development dependencies and requirements can be found in the `installation section of NiaPy documentation <http://niapy.readthedocs.io/en/stable/installation.html>`_.\n\nInstallation\n------------\n\nInstall NiaPy with pip:\n\n.. code:: sh\n\n    $ pip install NiaPy\n\nor directly from the source code:\n\n.. code:: sh\n\n    $ git clone https://github.com/NiaOrg/NiaPy.git\n    $ cd NiaPy\n    $ python setup.py install\n\nUsage\n=====\n\nAfter installation, the package can imported:\n\n.. code:: sh\n\n    $ python\n    >>> import NiaPy\n    >>> NiaPy.__version__\n\nFor more usage examples please look at **examples** folder.\n\nContributing\n------------\n\n|Open Source Helpers|\n\nWe encourage you to contribute to NiaPy! Please check out the\n`Contributing to NiaPy guide <CONTRIBUTING.md>`__ for guidelines about\nhow to proceed.\n\nEveryone interacting in NiaPy's codebases, issue trackers, chat rooms\nand mailing lists is expected to follow the NiaPy `code of\nconduct <CODE_OF_CONDUCT.md>`__.\n\nLicence\n-------\n\nThis package is distributed under the MIT License. This license can be\nfound online at http://www.opensource.org/licenses/MIT.\n\nDisclaimer\n----------\n\nThis framework is provided as-is, and there are no guarantees that it\nfits your purposes or that it is bug-free. Use it at your own risk!\n\n\n\nRevision History\n================\n\n1.0.2 (Oct 24, 2018)\n--------------------\n- fix Bat and Hybrid Bat algorithms\n\n1.0.1 (Mar 21, 2018)\n--------------------\nThis release reflects the changes from Journal of Open Source Software (JOSS) review:\n- Better API Documentation\n- Clarification of set-up requirements in README\n- Improved paper\n\n1.0.0 (Feb 28, 2018)\n--------------------\n- stable release 1.0.0\n\n1.0.0rc2 (Feb 28, 2018)\n-----------------------\n- fix PyPI build\n\n1.0.0rc1 (Feb 28, 2018)\n-----------------------\n- version 1.0.0 release candidate 1\n- added 10 algorithms\n- added 26 benchmark functions\n- added Runner utility with export functionality\n\n\n.. |Unix Build Status| image:: https://img.shields.io/travis/NiaOrg/NiaPy/master.svg\n   :target: https://travis-ci.org/NiaOrg/NiaPy\n.. |Windows Build status| image:: https://ci.appveyor.com/api/projects/status/l5c0rp04mp04mbtq?svg=true\n   :target: https://ci.appveyor.com/project/GregaVrbancic/niapy\n.. |Coverage Status| image:: https://img.shields.io/coveralls/NiaOrg/NiaPy/master.svg\n   :target: https://coveralls.io/r/NiaOrg/NiaPy\n.. |Scrutinizer Code Quality| image:: https://img.shields.io/scrutinizer/g/NiaOrg/NiaPy.svg\n   :target: https://scrutinizer-ci.com/g/NiaOrg/NiaPy/?branch=master\n.. |PyPI Version| image:: https://img.shields.io/pypi/v/NiaPy.svg\n   :target: https://pypi.python.org/pypi/NiaPy\n.. |Documentation Status| image:: https://readthedocs.org/projects/niapy/badge/?version=latest\n   :target: http://niapy.readthedocs.io/en/latest/?badge=latest\n.. |Average time to resolve an issue| image:: http://isitmaintained.com/badge/resolution/NiaOrg/NiaPy.svg\n   :target: http://isitmaintained.com/project/NiaOrg/NiaPy\n.. |Percentage of issues still open| image:: http://isitmaintained.com/badge/open/NiaOrg/NiaPy.svg\n   :target: http://isitmaintained.com/project/NiaOrg/NiaPy\n.. |GitHub license| image:: https://img.shields.io/github/license/NiaOrg/NiaPy.svg\n   :target: https://github.com/NiaOrg/NiaPy/blob/master/LICENSE\n.. |Open Source Helpers| image:: https://www.codetriage.com/niaorg/niapy/badges/users.svg\n   :target: https://www.codetriage.com/niaorg/niapy\n\n\n\n",
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