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        "description": "buckshot\n========\n\nThe ``buckshot`` library contains multiprocessing functions designed to help\ndevelopers create distributed applications quickly.\n\n\nInstallation\n------------\n\nThe easiest way to install ``buckshot`` is via ``pip``:\n\n::\n\n    $ pip install buckshot\n\n\nUsage\n-----\n\nCurrently, there are two ways of leveraging ``buckshot`` to distribute work\nacross processes: the ``@distribute`` decorator and ``with distributed(...)``\ncontext manager.\n\nThe following example shows how we can distibute the work of calculating\nmany harmonic sum values across processes.\n\nSerial Approach\n~~~~~~~~~~~~~~~\n\n::\n\n    import fractions\n\n    def harmonic_sum(x):\n        F = fractions.Fraction\n        return sum(F(1, d) for d in xrange(1, x + 1))\n\n    for value in range(1, 100):\n        result = harmonic_sum(value)\n        print result\n\n\nUsing ``@distribute``\n~~~~~~~~~~~~~~~~~~~~~\n\n::\n\n    import fractions\n\n    from buckshot import distribute\n\n    @distribute(processes=4)\n    def harmonic_sum(x):\n        F = fractions.Fraction\n        return sum(F(1, d) for d in xrange(1, x + 1))\n\n    for result in harmonic_sum(range(1, 100)):  # Pass in values list.\n        print result\n\n\nUsing ``with distributed(...)``\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\n::\n\n    import fractions\n\n    from buckshot import distributed\n\n    def harmonic_sum(x):\n        F = fractions.Fraction\n        return sum(F(1, d) for d in xrange(1, x + 1))\n\n    with distributed(harmonic_sum, processes=4) as distributed_harmonic_sum:\n        for result in distributed_harmonic_sum(range(1, 100)):\n            print result\n\nAll processes are destroyed when inputs are exhausted and/or the context is exited.\n\n\nKnown Issues\n------------\n\n* Function inputs must be picklable.\n* Function outputs must be picklable.\n* If a child process is killed externally, ``buckshot`` will block forever waiting\n  for results.\n* This uses ``os.fork()`` under the hood, so there is a risk of rapidly exhausting\n  memory.\n\n\nLICENSE\n-------\n\nRead the LICENSE file for details.",
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