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    "info": {
        "author": "Bob Corsaro",
        "author_email": "rcorsaro@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2.6",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3.2",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: Implementation :: CPython",
            "Programming Language :: Python :: Implementation :: PyPy"
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        "description": ".. image:: https://imgur.com/Q9Lv0xo.png\n   :target: https://github.com/dokipen/tubing\n\n======\n\n.. image:: https://travis-ci.org/dokipen/tubing.svg?branch=master\n   :target: https://travis-ci.org/dokipen/tubing/\n.. image:: https://coveralls.io/repos/github/dokipen/tubing/badge.svg?branch=master\n   :target: https://coveralls.io/github/dokipen/tubing?branch=master\n.. image:: https://img.shields.io/pypi/v/tubing.svg\n   :target: https://pypi.python.org/pypi/tubing/\n.. image:: https://img.shields.io/pypi/pyversions/tubing.svg\n   :target: https://pypi.python.org/pypi/tubing/\n.. image:: https://img.shields.io/pypi/dd/tubing.svg\n   :target: https://pypi.python.org/pypi/tubing/\n.. image:: https://img.shields.io/pypi/l/tubing.svg\n   :target: https://pypi.python.org/pypi/tubing/\n.. image:: https://img.shields.io/pypi/wheel/tubing.svg\n   :target: https://pypi.python.org/pypi/tubing/\n.. image:: https://readthedocs.org/projects/tubing/badge/?version=latest\n   :target: http://tubing.readthedocs.org/en/latest\n.. image:: https://landscape.io/github/dokipen/tubing/master/landscape.svg?style=flat\n   :target: https://landscape.io/github/dokipen/tubing/master\n   :alt: Code Health\n\nTubing is a Python I/O library.  What makes tubing so freakin' cool is the\ngross abuse of the bit-wise OR operator (|). Have you ever been writing python\ncode and thought to yourself, \"Man, this is great, but I really wish it was a\nlittle more like bash.\" Whelp, we've made python a little more like bash.If you\nare a super lame nerd-kid, you can replace any of the bit-wise ORs with the\ntube() function and pray we don't overload any other operators in future\nversions. Here's how you install tubing::\n\n    $ pip install tubing\n\nTubing is pretty bare-bones at the moment. We've tried to make it easy to add\nyour own functionality. Hopefully you find it not all that unpleasant. There\nare three sections below for adding sources, tubes and sink. If you do make\nsome additions, think about committing them back upstream. We'd love to have\na full suite of tools.\n\nNow, witness the power of this fully operational I/O library.\n\n.. code-block:: python\n\n    from tubing import sources, tubes, sinks\n\n    objs = [\n        dict(\n            name=\"Bob Corsaro\",\n            birthdate=\"08/03/1977\",\n            alignment=\"evil\",\n        ),\n        dict(\n            name=\"Tom Brady\",\n            birthdate=\"08/03/1977\",\n            alignment=\"good\",\n        ),\n    ]\n    sources.Objects(objs) \\\n         | tubes.JSONDumps() \\\n         | tubes.Joined(by=b\"\\n\") \\\n         | tubes.Gzip() \\\n         | sinks.File(\"output.gz\", \"wb\")\n\nThen in our old friend bash.\n\n.. code-block:: bash\n\n    $ zcat output.gz\n    {\"alignment\": \"evil\", \"birthdate\": \"08/03/1977\", \"name\": \"Bob Corsaro\"}\n    {\"alignment\": \"good\", \"birthdate\": \"08/03/1977\", \"name\": \"Tom Brady\"}\n    $\n\nYou can find more documentation on `readthedocs <https://tubing.readthedocs.org/>`_\n\nCatalog\n-------\n\nSources\n~~~~~~~\n\n+---------+-----------------------------------------------------+\n|`Objects`|Takes a `list` of python objects.                    |\n+---------+-----------------------------------------------------+\n|`File`   |Creates a stream from a file.                        |\n+---------+-----------------------------------------------------+\n|`Bytes`  |Takes a byte string.                                 |\n+---------+-----------------------------------------------------+\n|`IO`     |Takes an object with a read function.                |\n+---------+-----------------------------------------------------+\n|`Socket` |Takes an addr, port and socket() args.              .|\n+---------+-----------------------------------------------------+\n|`HTTP`   |Takes an method, url and any args that can be passed |\n|         |to requests library.                                 |\n+---------+-----------------------------------------------------+\n\nTubes\n~~~~~\n\n+----------------+-----------------------------------------------------+\n|`Gunzip`        |Unzips a binary stream.                              |\n+----------------+-----------------------------------------------------+\n|`Gzip`          |Zips a binary stream.                                |\n+----------------+-----------------------------------------------------+\n|`JSONLoads`     |Parses a byte string stream of raw JSON objects. Will|\n|                |try to use ujson, then built-in json.                |\n+----------------+-----------------------------------------------------+\n|`JSONDumps`     |Serializes an object stream using `json.dumps`. Will |\n|                |try to use ujson, then built-in json.                |\n+----------------+-----------------------------------------------------+\n|`Split`         |Splits a stream that supports the `split` method.    |\n+----------------+-----------------------------------------------------+\n|`Joined`        |Joins a stream of the same type as the `by` argument.|\n+----------------+-----------------------------------------------------+\n|`Tee`           |Takes a sink and passes chunks along apparatus.      |\n+----------------+-----------------------------------------------------+\n|`Map`           |Takes a transformer function for single items in     |\n|                |stream.                                              |\n+----------------+-----------------------------------------------------+\n|`Filter`        |Takes a filter test callback and only forwards items |\n|                |that pass.                                           |\n+----------------+-----------------------------------------------------+\n|`ChunkMap`      |Takes a transformer function for batch of stream     |\n|                |items.                                               |\n+----------------+-----------------------------------------------------+\n\nSinks\n~~~~~\n\n+----------+----------------------------------------------------------------+\n|`Objects` |A list that stores all passed items to self.                    |\n+----------+----------------------------------------------------------------+\n|`Bytes`   |Saves each chunk self.results.                                  |\n+----------+----------------------------------------------------------------+\n|`File`    |Writes each chunk to a file.                                    |\n+----------+----------------------------------------------------------------+\n|`HTTPPost`|Writes data via HTTPPost.                                       |\n+----------+----------------------------------------------------------------+\n|`Hash`    |Takes algorithm name, updates hash with contents.               |\n+----------+----------------------------------------------------------------+\n|`Debugger`|Writes each chunk to the tubing.tubes debugger with level DEBUG.|\n+----------+----------------------------------------------------------------+\n\nExtensions\n~~~~~~~~~~\n\n+-------------------------------------+-----------------------------------------------+\n|`s3.S3Source`                        |Create stream from an S3 object.               |\n+-------------------------------------+-----------------------------------------------+\n|`s3.MultipartUploader`               |Stream data to S3 object.                      |\n+-------------------------------------+-----------------------------------------------+\n|`elasticsearch.BulkSink`             |Stream `elasticsearch.DocUpdate` objects to the|\n|                                     |elasticsearch _bulk endpoint.                  |\n+-------------------------------------+-----------------------------------------------+\n\nSources\n-------\n\nTo make your own source, create a Reader class with the following interface.\n\n.. code-block:: python\n\n    class MyReader(object):\n        \"\"\"\n        MyReader returns count instances of data.\n        \"\"\"\n        def __init__(self, data=\"hello world\\n\", count=10):\n            self.data = data\n            self.count = count\n\n        def read(self, amt):\n            \"\"\"\n            read(amt) returns $amt of data and a boolean indicating EOF.\n            \"\"\"\n            if not amt:\n                amt = self.count\n            r = self.data * min(amt, self.count)\n            self.count -= amt\n            return r, self.count <= 0\n\nThe important thing to remember is that your read function should return an\niterable of units of data, not a single piece of data. Then wrap your reader in\nthe loving embrace of MakeSourceFactory.\n\n.. code-block:: python\n\n    from tubing import sources\n\n    MySource = sources.MakeSourceFactory(MyReader)\n\nNow it can be used in a apparatus!\n\n.. code-block:: python\n\n    from __future__ import print_function\n\n    from tubing import tubes\n    sink = MySource(data=\"goodbye cruel world!\", count=1) \\\n         | tubes.Joined(by=b\"\\n\") \\\n         | sinks.Bytes()\n\n    print(sinks.result)\n    # Output: goodbye cruel world!\n\nTubes\n-----\n\nMaking your own tube is a lot more fun, trust me. First make a Transformer.\n\n.. code-block:: python\n\n    class OptimusPrime(object):\n        def transform(self, chunk):\n            return list(reversed(chunk))\n\n`chunk` is an iterable with a len() of whatever type of data the stream is\nworking with. In Transformers, you don't need to worry about buffer size or\nclosing or exception, just transform an iterable to another iterable. There are\nlots of examples in tubes.py.\n\nNext give Optimus Prime a hug.\n\n.. code-block:: python\n\n    from tubing import tubes\n\n    AllMixedUp = tubes.MakeTranformerTubeFactory(OptimusPrime)\n\nReady to mix up some data?\n\n.. code-block:: python\n\n    from __future__ import print_function\n\n    import json\n    from tubing import sources, sinks\n\n    objs = [{\"number\": i} for i in range(0, 10)]\n\n    sink = sources.Objects(objs) \\\n         | AllMixedUp(chunk_size=2) \\\n         | sinks.Objects()\n\n    print(json.dumps(sink))\n    # Output: [{\"number\": 1}, {\"number\": 0}, {\"number\": 3}, {\"number\": 2}, {\"number\": 5}, {\"number\": 4}, {\"number\": 7}, {\"number\": 6}, {\"number\": 9}, {\"number\": 8}]\n\nSinks\n-----\n\nReally getting tired of making documentation... Maybe I'll finish later. I have real work to do.\n\nWell.. I'm this far, let's just push through.\n\n.. code-block:: python\n\n    from __future__ import print_function\n    from tubing import sources, tubes, sinks\n\n    class StdoutWriter(object):\n        def write(self, chunk):\n            for part in chunk:\n                print(part)\n\n        def close(self):\n            # this function is optional\n            print(\"That's all folks!\")\n\n        def abort(self):\n            # this is also optional\n            print(\"Something terrible has occurred.\")\n\n    Debugger = sinks.MakeSinkFactory(StdoutWriter)\n\n    objs = [{\"number\": i} for i in range(0, 10)]\n\n    sink = sources.Objects(objs) \\\n         | AllMixedUp(chunk_size=2) \\\n         | tubes.JSONDumps() \\\n         | tubes.Joined(by=b\"\\n\") \\\n         | Debugger()\n    # Output:\n    #{\"number\": 1}\n    #{\"number\": 0}\n    #{\"number\": 3}\n    #{\"number\": 2}\n    #{\"number\": 5}\n    #{\"number\": 4}\n    #{\"number\": 7}\n    #{\"number\": 6}\n    #{\"number\": 9}\n    #{\"number\": 8}\n    #That's all folks!",
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