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        "author": "Gael Varoquaux",
        "author_email": "gael.varoquaux@normalesup.org",
        "bugtrack_url": null,
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            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Intended Audience :: Education",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: BSD License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Topic :: Scientific/Engineering",
            "Topic :: Software Development :: Libraries",
            "Topic :: Utilities"
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        "description": "Joblib is a set of tools to provide **lightweight pipelining in\nPython**. In particular:\n\n1. transparent disk-caching of functions and lazy re-evaluation\n   (memoize pattern)\n\n2. easy simple parallel computing\n\nJoblib is optimized to be **fast** and **robust** on large\ndata in particular and has specific optimizations for `numpy` arrays. It is\n**BSD-licensed**.\n\n\n    ==================== ===============================================\n    **Documentation:**       https://joblib.readthedocs.io\n\n    **Download:**            https://pypi.python.org/pypi/joblib#downloads\n\n    **Source code:**         https://github.com/joblib/joblib\n\n    **Report issues:**       https://github.com/joblib/joblib/issues\n    ==================== ===============================================\n\n\nVision\n--------\n\nThe vision is to provide tools to easily achieve better performance and\nreproducibility when working with long running jobs.\n\n *  **Avoid computing the same thing twice**: code is often rerun again and\n    again, for instance when prototyping computational-heavy jobs (as in\n    scientific development), but hand-crafted solutions to alleviate this\n    issue are error-prone and often lead to unreproducible results.\n\n *  **Persist to disk transparently**: efficiently persisting\n    arbitrary objects containing large data is hard. Using\n    joblib's caching mechanism avoids hand-written persistence and\n    implicitly links the file on disk to the execution context of\n    the original Python object. As a result, joblib's persistence is\n    good for resuming an application status or computational job, eg\n    after a crash.\n\nJoblib addresses these problems while **leaving your code and your flow\ncontrol as unmodified as possible** (no framework, no new paradigms).\n\nMain features\n------------------\n\n1) **Transparent and fast disk-caching of output value:** a memoize or\n   make-like functionality for Python functions that works well for\n   arbitrary Python objects, including very large numpy arrays. Separate\n   persistence and flow-execution logic from domain logic or algorithmic\n   code by writing the operations as a set of steps with well-defined\n   inputs and  outputs: Python functions. Joblib can save their\n   computation to disk and rerun it only if necessary::\n\n      >>> from joblib import Memory\n      >>> cachedir = 'your_cache_dir_goes_here'\n      >>> mem = Memory(cachedir)\n      >>> import numpy as np\n      >>> a = np.vander(np.arange(3)).astype(np.float)\n      >>> square = mem.cache(np.square)\n      >>> b = square(a)                                   # doctest: +ELLIPSIS\n      ________________________________________________________________________________\n      [Memory] Calling square...\n      square(array([[0., 0., 1.],\n             [1., 1., 1.],\n             [4., 2., 1.]]))\n      ___________________________________________________________square - 0...s, 0.0min\n\n      >>> c = square(a)\n      >>> # The above call did not trigger an evaluation\n\n2) **Embarrassingly parallel helper:** to make it easy to write readable\n   parallel code and debug it quickly::\n\n      >>> from joblib import Parallel, delayed\n      >>> from math import sqrt\n      >>> Parallel(n_jobs=1)(delayed(sqrt)(i**2) for i in range(10))\n      [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0]\n\n\n3) **Fast compressed Persistence**: a replacement for pickle to work\n   efficiently on Python objects containing large data (\n   *joblib.dump* & *joblib.load* ).\n\n..\n    >>> import shutil ; shutil.rmtree(cachedir)\n\n\n\n",
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        "keywords": "",
        "license": "BSD",
        "maintainer": "",
        "maintainer_email": "",
        "name": "joblib",
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        "platform": "any",
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        "summary": "Lightweight pipelining: using Python functions as pipeline jobs.",
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