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        "author": "Boudhayan Banerjee, Evan 'Pete' Walsh",
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        "description": "Coupled simulated annealing\n===========================\n\n|Build Status|\n|PyPI|\n\n**Homepage:**\n`github.com/structurely/csa <https://github.com/structurely/csa>`__.\n\nCoupled simulated annealing (CSA) is a generalization of simulated annealing (SA),\nwhich is an optimization algorithm that doesn't use any information about the derivates\nof a function. The original paper describing CSA can be found here:\n\nftp://ftp.esat.kuleuven.be/sista/sdesouza/papers/CSA2009accepted.pdf\n\nEssentially, CSA is like multiple simulated annealing (i.e. ``m``\nindependent SA processes run in parallel), except that the acceptance\nprobability at each step is calculated as a function of the current\nstate across *all* ``m`` processes. For a more complete description of\nthe general CSA algorithm, see \n`Description of CSA <https://docs.structurely.com/pycsa/v0.1.3/#description-of-csa>`__.\n\nInstallation\n------------\n\nUsing ``pip``:\n\n::\n\n    pip install pycsa\n\nDirectly from ``GitHub``:\n\n::\n\n    pip install git+https://github.com/structurely/csa.git\n\nUsage\n-----\n\nSee\n`examples/travelling\\_salesman.ipynb <https://github.com/structurely/csa/blob/dev/examples/travelling_salesman.ipynb>`__\nfor an example of CSA applied to the `travelling salesman problem\n(TSP) <https://en.wikipedia.org/wiki/Travelling_salesman_problem>`__.\n\nContributing\n------------\n\nFeel free to submit issues at\n`github.com/structurely/csa/issues <https://github.com/structurely/csa/issues>`__\nand pull requests to the dev branch:\n`github.com/structurely/csa/tree/dev <https://github.com/structurely/csa/tree/dev>`__.\n\nLicense\n-------\n\nSee\n`LICENSE.txt <https://github.com/structurely/csa/blob/dev/LICENSE.txt>`__.\n\nRelated\n-------\n\n-  `perrygeo/simanneal <https://github.com/perrygeo/simanneal>`__: a\n   Python implementation of (single) simulated annealing.\n-  `docs.scipy.org <https://docs.scipy.org/doc/scipy-0.15.1/reference/generated/scipy.optimize.anneal.html>`__:\n   the SciPy implementation of simulated annealing.\n\n\n.. |Build Status| image:: https://travis-ci.org/structurely/csa.svg?branch=dev\n   :target: https://travis-ci.org/structurely/csa\n\n.. |PyPI| image:: https://badge.fury.io/py/pycsa.svg\n    :target: https://badge.fury.io/py/pycsa\n\n\n",
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