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        "description": "-------------------------------------------------------\nklepto: persistent caching to memory, disk, or database\n-------------------------------------------------------\n\nAbout Klepto\n============\n\n``klepto`` extends python's ``lru_cache`` to utilize different keymaps and\nalternate caching algorithms, such as ``lfu_cache`` and ``mru_cache``.\nWhile caching is meant for fast access to saved results, ``klepto`` also\nhas archiving capabilities, for longer-term storage. ``klepto`` uses a\nsimple dictionary-sytle interface for all caches and archives, and all\ncaches can be applied to any python function as a decorator. Keymaps\nare algorithms for converting a function's input signature to a unique\ndictionary, where the function's results are the dictionary value.\nThus for ``y = f(x)``, ``y`` will be stored in ``cache[x]`` (e.g. ``{x:y}``).\n\n``klepto`` provides both standard and *\"safe\"* caching, where *\"safe\"* caches\nare slower but can recover from hashing errors. ``klepto`` is intended\nto be used for distributed and parallel computing, where several of\nthe keymaps serialize the stored objects. Caches and archives are\nintended to be read/write accessible from different threads and\nprocesses. ``klepto`` enables a user to decorate a function, save the\nresults to a file or database archive, close the interpreter,\nstart a new session, and reload the function and it's cache.\n\n``klepto`` is part of ``pathos``, a python framework for heterogenous computing.\n``klepto`` is in active development, so any user feedback, bug reports, comments,\nor suggestions are highly appreciated.  A list of known issues is maintained\nat http://trac.mystic.cacr.caltech.edu/project/pathos/query.html, with a public\nticket list at https://github.com/uqfoundation/klepto/issues.\n\n\nMajor Features\n==============\n\n``klepto`` has standard and *\"safe\"* variants of the following:\n\n    - ``lfu_cache`` - the least-frequently-used caching algorithm\n    - ``lru_cache`` - the least-recently-used caching algorithm\n    - ``mru_cache`` - the most-recently-used caching algorithm\n    - ``rr_cache`` - the random-replacement caching algorithm\n    - ``no_cache`` - a dummy caching interface to archiving\n    - ``inf_cache`` - an infinitely-growing cache\n\n``klepto`` has the following archive types:\n\n    - ``file_archive`` - a dictionary-style interface to a file\n    - ``dir_archive`` - a dictionary-style interface to a folder of files\n    - ``sqltable_archive`` - a dictionary-style interface to a sql database table\n    - ``sql_archive`` - a dictionary-style interface to a sql database\n    - ``hdfdir_archive`` - a dictionary-style interface to a folder of hdf5 files\n    - ``hdf_archive`` - a dictionary-style interface to a hdf5 file\n    - ``dict_archive`` - a dictionary with an archive interface\n    - ``null_archive`` - a dictionary-style interface to a dummy archive \n\n``klepto`` provides the following keymaps:\n\n    - ``keymap`` - keys are raw python objects\n    - ``hashmap`` - keys are a hash for the python object\n    - ``stringmap`` - keys are the python object cast as a string\n    - ``picklemap`` - keys are the serialized python object\n\n``klepto`` also includes a few useful decorators providing:\n\n    - simple, shallow, or deep rounding of function arguments\n    - cryptographic key generation, with masking of selected arguments\n\n\nCurrent Release\n===============\n\nThis documentation is for version ``klepto-0.1.8``.\n\nThe latest released version of ``klepto`` is available from:\n\n    https://pypi.org/project/klepto\n\n``klepto`` is distributed under a 3-clause BSD license.\n\n    >>> import klepto\n    >>> print (klepto.license())\n\n\nDevelopment Version \n===================\n\nYou can get the latest development version with all the shiny new features at:\n\n    https://github.com/uqfoundation\n\nIf you have a new contribution, please submit a pull request.\n\n\nInstallation\n============\n\n``klepto`` is packaged to install from source, so you must\ndownload the tarball, unzip, and run the installer::\n\n    [download]\n    $ tar -xvzf klepto-0.1.8.tar.gz\n    $ cd klepto-0.1.8\n    $ python setup py build\n    $ python setup py install\n\nYou will be warned of any missing dependencies and/or settings\nafter you run the \"build\" step above. \n\nAlternately, ``klepto`` can be installed with ``pip`` or ``easy_install``::\n\n    $ pip install klepto\n\n\nRequirements\n============\n\n``klepto`` requires:\n\n    - ``python``, **version >= 2.5** or **version >= 3.1**, or ``pypy``\n    - ``dill``, **version >= 0.3.1**\n    - ``pox``, **version >= 0.2.7**\n\nOptional requirements:\n\n    - ``h5py``, **version >= 2.8.0**\n    - ``pandas``, **version >= 0.17.0**\n    - ``sqlalchemy``, **version >= 0.8.4**\n    - ``jsonpickle``, **version >= 0.9.6**\n    - ``cloudpickle``, **version >= 0.5.2**\n    - ``setuptools``, **version >= 0.6**\n\n\nMore Information\n================\n\nProbably the best way to get started is to look at the documentation at\nhttp://klepto.rtfd.io. Also see ``klepto.tests`` for a set of scripts that\ntest the caching and archiving functionalities in ``klepto``.\nYou can run the test suite with ``python -m klepto.tests``.  The\nsource code is also generally well documented, so further questions may\nbe resolved by inspecting the code itself. Please feel free to submit\na ticket on github, or ask a question on stackoverflow (**@Mike McKerns**).\nIf you would like to share how you use ``klepto`` in your work, please send\nan email (to **mmckerns at uqfoundation dot org**).\n\n\nCitation\n========\n\nIf you use ``klepto`` to do research that leads to publication, we ask that you\nacknowledge use of ``klepto`` by citing the following in your publication::\n\n    Michael McKerns and Michael Aivazis,\n    \"pathos: a framework for heterogeneous computing\", 2010- ;\n    http://trac.mystic.cacr.caltech.edu/project/pathos\n\nPlease see http://trac.mystic.cacr.caltech.edu/project/pathos for\nfurther information.",
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