{
    "info": {
        "author": "Ken",
        "author_email": "kenjyco@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3.5",
            "Topic :: Software Development :: Libraries"
        ],
        "description": "About\n-----\n\nInstall redis-helper, create an instance of ``redis_helper.Collection``\n(**the args/kwargs define the model**) and use the ``add``, ``get``,\n``update``, ``delete``, and ``find`` methods to:\n\n-  quickly store/retrieve/modify Python dicts in Redis\n-  filter through indexed fields with simple/flexible find arguments\n-  power real-time dashboards with metrics at a variety of time ranges\n-  super-charge event logging and system debugging\n-  build FAST prototypes and simulators\n-  greatly simplify data access patterns throughout application\n\nSee the `request logging demo <https://asciinema.org/a/101422?t=1:10>`__\nand `urls\ndemo <https://asciinema.org/a/75kl95ty9vg2jl93pfz9fbs9q?t=1:00>`__ (with\n``unique_field`` defined). The\n`examples <https://github.com/kenjyco/redis-helper/tree/master/examples>`__\nthey reference are **short** and **easy to read**.\n\nThe `redis-helper project <https://github.com/kenjyco/redis-helper>`__\nevolved from a `reference Python\nproject <https://github.com/kenjyco/beu/tree/4aea6146fc5f01df3e344b9fadddf28b795dac89>`__\nthat would be **easy to teach** and follow many practical best practices\nand useful patterns. Main purpose was to have something that was super\n**easy to configure** (a single ``~/.config/redis-helper/settings.ini``\nfile for multiple application environments) that did cool things with\n`Redis <http://redis.io/topics/data-types-intro>`__.\n\nThe `redis-helper package <https://pypi.python.org/pypi/redis-helper>`__\nprovides a ``Collection`` class that was designed to be **easy to\ninteract with** in the shell (for exploration, experimentation, and\ndebugging). Most methods on a ``Collection`` help **minimize typing**\n(passing multiple arguments in a single delimited string when\nappropriate) and do \u201cthe most reasonable thing\u201d whenever possible.\n\nThe first time that ``redis_helper`` is imported, the sample\n`settings.ini <https://github.com/kenjyco/redis-helper/blob/master/redis_helper/settings.ini>`__\nfile will be copied to the ``~/.config/redis-helper`` directory.\n\nInstall Redis and start server\n------------------------------\n\n::\n\n   % sudo apt-get install -y redis-server\n\n   or\n\n   % brew install redis@3.2\n   % brew services start redis@3.2\n\nInstall latest tag/release of `redis-helper package <https://pypi.python.org/pypi/redis-helper>`__\n--------------------------------------------------------------------------------------------------\n\n::\n\n   % pip3 install redis-helper\n\nInstall latest commit on master of `redis-helper project <https://github.com/kenjyco/redis-helper>`__\n-----------------------------------------------------------------------------------------------------\n\n::\n\n   % pip3 install git+git://github.com/kenjyco/redis-helper\n\nIntro\n-----\n\n`Redis <http://redis.io/topics/data-types-intro>`__ is a fast in-memory\n**data structure server**, where each stored object is referenced by a\nkey name. Objects in Redis correspond to one of several basic types,\neach having their own set of specialized commands to perform operations.\nThe `redis Python package <https://github.com/andymccurdy/redis-py>`__\nprovides the\n`StrictRedis <https://redis-py.readthedocs.org/en/latest/#redis.StrictRedis>`__\nclass, which contains methods that correspond to all of the Redis server\ncommands.\n\nWhen initializing Collection objects, you must specify the \u201cnamespace\u201d\nand \u201cname\u201d of the collection (which are used to create the internally\nused ``_base_key`` property). All Redis keys associated with a\nCollection will have a name pattern that starts with the ``_base_key``.\n\n.. code:: python\n\n   import redis_helper as rh\n\n\n   request_logs = rh.Collection(\n       'log',\n       'request',\n       index_fields='status, uri, host',\n       json_fields='request, response, headers'\n   )\n\n   urls = rh.Collection(\n       'web',\n       'url',\n       unique_field='name',\n       index_fields='domain, _type'\n   )\n\n   notes = rh.Collection(\n       'input',\n       'note',\n       index_fields='topic, tag',\n       insert_ts=True\n   )\n\n-  a ``unique_field`` can be specified on a collection if items in the\n   collection should not contain duplicate values for that particular\n   field\n\n   -  the ``unique_field`` cannot also be included in ``json_fields`` or\n      ``pickle_fields``\n   -  if you specify a ``unique_field``, that field must exist on each\n      item you add to the collection\n\n-  use ``index_fields`` to specify which fields you will want to filter\n   on when using the ``find`` method\n\n   -  the values for data fields being indexed MUST be simple strings or\n      numbers\n   -  the values for data fields being indexed SHOULD NOT be long\n      strings, as the values themselves are part of the index keys\n\n-  use ``json_fields`` to specify which fields should be JSON encoded\n   before insertion to Redis (using the very fast\n   `ujson <https://pypi.python.org/pypi/ujson>`__ library)\n-  use ``pickle_fields`` to specify which fields should be pickled\n   before insertion to Redis\n-  set ``insert_ts=True`` to create an additional index to store insert\n   times\n\n   -  only do this if you are storing items that you are likely to\n      update and also likely to want to know the original insert time\n\n      -  each time an object is updated, the score associated with the\n         ``hash_id`` (at the ``_ts_zset_key``) is updated to the current\n         timestamp\n      -  the score associated with the ``hash_id`` (at the\n         ``_in_zset_key``) is never updated\n\nEssentially, you can store a Python\n`dict <https://docs.python.org/3/tutorial/datastructures.html#dictionaries>`__\nin a Redis `hash <https://redis.io/topics/data-types#hashes>`__ and\nindex some of the fields in Redis\n`sets <https://redis.io/topics/data-types#sets>`__. The collection\u2019s\n``_ts_zset_key`` is the Redis key name for the `sorted\nset <https://redis.io/topics/data-types#sorted-sets>`__ containing the\n``hash_id`` of every hash in the collection (with the ``score`` being a\n``utc_float`` corresponding to the UTC time the ``hash_id`` was added or\nmodified).\n\n-  if ``insert_ts=True`` was passed in when initializing the\n   ``Collection`` (or sub-class), then the collection will also define\n   ``self.in_zset_key`` to be the Redis key name for the sorted set (for\n   ``hash_id`` and ``utc_float`` of insert time)\n\n.. code:: python\n\n   request_logs.add(\n       method='get',\n       status=400,\n       host='blah.net',\n       uri='/info',\n       request={'x': 50, 'y': 100},\n       response={'error': 'bad request'},\n   )\n\n   urls.add(\n       name='redis-helper github',\n       url='https://github.com/kenjyco/redis-helper',\n       domain='github.com',\n       _type='repo',\n   )\n\nThe ``get`` method is a wrapper to `hash\ncommands <http://redis.io/commands#hash>`__ ``hget``, ``hmget``, or\n``hgetall``. The actual hash command that gets called is determined by\nthe number of fields requested.\n\n-  a Python dict is typically returned from ``get``\n-  if ``item_format`` is specified, a string will be returned matching\n   that format instead\n\n.. code:: python\n\n   request_logs.get('log:request:1')\n   request_logs.get('log:request:1', 'host,status')\n   request_logs.get('log:request:1', item_format='{status} for {host}{uri}')\n   request_logs.get_by_position(0, item_format='{status} for {host}{uri}')\n   urls.get_by_position(-1, 'domain,url')\n   urls.get_by_unique_value('redis-helper github', item_format='{url} points to a {_type}')\n\n-  the ``get_by_position`` and ``get_by_unique_value`` methods are\n   wrappers to ``get``\n\n   -  the ``get_by_unique_value`` method is only useful if a\n      ``unique_field`` was set on the Collection\n\nThe ``find`` method allows you to return data for items in the\ncollection that match some set of search criteria. Multiple search terms\n(i.e. ``index_field:value`` pairs) maybe be passed in the ``terms``\nparameter, as long as they are separated by one of ``,`` ``;`` ``|``.\nAny fields specified in the ``get_fields`` parameter are passed along to\nthe ``get`` method (when the actual fetching takes place).\n\n-  when using ``terms``, all terms that include the same field will be\n   treatead like an \u201cor\u201d (union of related sets), then the intersection\n   of different sets will be computed\n-  see the Redis `set commands <https://redis.io/commands#set>`__ and\n   `sorted set commands <https://redis.io/commands#sorted_set>`__\n\nThere are many options for specifying time ranges in the ``find`` method\nincluding:\n\n-  ``since`` and ``until`` when specifying ``num:unit`` strings\n   (i.e.\u00a015:seconds, 1.5:weeks, etc)\n-  ``start_ts`` and ``end_ts`` when specifying timestamps with a form\n   between ``YYYY`` and ``YYYY-MM-DD HH:MM:SS.f``\n-  ``start`` and ``end`` when specifying a ``utc_float``\n-  for ``since``, ``until``, ``start_ts``, and ``end_ts``, multiple\n   values may be passed in the string, as long as they are separated by\n   one of ``,`` ``;`` ``|``.\n\n   -  when multiple time ranges are specified, the ``find`` method will\n      determine all reasonable combinations and return a result-set per\n      combination (instead of returning a list of items, returns a dict\n      of list of items)\n\nIf ``count=True`` is specified, the number of results matching the\nsearch criteria are returned instead of the actual results\n\n-  if there are multiple time ranges specified, counts will be returned\n   for each combination\n\n.. code:: python\n\n   request_logs.find('status:400, host:blah.net', get_fields='uri,error')\n   request_logs.find(since='1:hr, 30:min', until='15:min, 5:min')\n   request_logs.find(count=True, since='1:hr, 30:min', until='15:min, 5:min')\n   urls.find(count=True, since='1:hr, 30:min, 10:min, 5:min, 1:min')\n   urls.find(start_ts='2017-02-03', end_ts='2017-02-03 7:15:00')\n   urls.find(start_ts='2017-02-03', item_format='{_ts} -> {_id}')\n\nThe ``update`` method allows you to change values for some fields\n(modifying the ``unique_field``, when it is specified, is not allowed).\n\n-  every time a field is modified for a particular ``hash_id``, the\n   previous value and score (timestamp) are stored in a Redis hash\n-  the ``old_data_for_hash_id`` or ``old_data_for_unique_value`` methods\n   can be used to retrieve the history of all changes for a ``hash_id``\n\n.. code:: python\n\n   urls.update('web:url:1', _type='fancy', notes='this is a fancy url')\n   urls.old_data_for_hash_id('web:url:1')\n   urls.old_data_for_unique_value('redis-helper github')\n\nTip\n---\n\nThere may be times where you want to use redis-helper (if it\u2019s already\ninstalled), but don\u2019t want to make it an explicit requirement of your\nproject. In cases like this you can do the following:\n\n::\n\n   try:\n       import redis_helper as rh\n       from redis import ConnectionError as RedisConnectionError\n   except ImportError:\n       SomeCollection = None\n   else:\n       try:\n           SomeCollection = rh.Collection(\n               ...\n           )\n       except RedisConnectionError:\n           SomeCollection = None\n\nThen in whatever function, you can just do:\n\n::\n\n   def some_func():\n       if SomeCollection is None:\n           return\n\n       # Do stuff with SomeCollection\n\nLocal development setup\n-----------------------\n\n::\n\n   % git clone https://github.com/kenjyco/redis-helper\n   % cd redis-helper\n   % ./dev-setup.bash\n\nThe\n`dev-setup.bash <https://github.com/kenjyco/redis-helper/blob/master/dev-setup.bash>`__\nscript will create a virtual environment in the ``./venv`` directory\nwith extra dependencies (ipython, pdbpp, pytest), then copy\n``settings.ini`` to the ``~/.config/redis-helper`` directory.\n\nRunning tests in development setup\n----------------------------------\n\nThe\n`setup.cfg <https://github.com/kenjyco/redis-helper/blob/master/setup.cfg>`__\nfile contains the options for ``py.test``, currently ``-vsx -rs --pdb``.\n\nThe ``-vsx -rs --pdb`` options will run tests in a verbose manner and\noutput the reason why tests were skipped (if any were skipped). If there\nare any failing tests, ``py.test`` will stop on the first failure and\ndrop you into a `pdb++ <https://pypi.python.org/pypi/pdbpp/>`__ debugger\nsession.\n\nSee the `debugging\nsection <https://github.com/kenjyco/redis-helper#settings-environments-testing-and-debugging>`__\nof the README for tips on using the debugger and setting breakpoints (in\nthe actual `project\ncode <https://github.com/kenjyco/redis-helper/tree/master/redis_helper>`__,\nor in the `test\ncode <https://github.com/kenjyco/redis-helper/tree/master/tests>`__).\n\n::\n\n   % venv/bin/py.test\n\nor\n\n::\n\n   % venv/bin/python3 setup.py test\n\n..\n\n   Note: This option requires ``setuptools`` to be installed.\n\nUsage\n-----\n\nThe ``rh-download-examples``, ``rh-download-scripts``, ``rh-notes``, and\n``rh-shell`` scripts are provided.\n\n::\n\n   $ venv/bin/rh-download-examples --help\n   Usage: rh-download-examples [OPTIONS] [DIRECTORY]\n\n     Download redis-helper example files from github\n\n   Options:\n     --help  Show this message and exit.\n\n   $ venv/bin/rh-download-scripts --help\n   Usage: rh-download-scripts [OPTIONS] [DIRECTORY]\n\n     Download redis-helper script files from github\n\n   Options:\n     --help  Show this message and exit.\n\n   $ venv/bin/rh-notes --help\n   Usage: rh-notes [OPTIONS] [TOPIC]\n\n     Prompt user to enter notes (about a topic) until finished; or review notes\n\n   Options:\n     -c, --ch TEXT  string appended to the topic (default \"> \")\n     -s, --shell    Start an ipython shell to inspect the notes collection\n     --help         Show this message and exit.\n\n   $ venv/bin/rh-shell --help\n   Usage: rh-shell [OPTIONS]\n\n     Interactively select a Collection model and start ipython shell\n\n   Options:\n     --help  Show this message and exit.\n\n.. code:: python\n\n   >>> import redis_helper as rh\n   >>> collection = rh.Collection(..., index_fields='field1, field3')\n   >>> hash_id = collection.add(field1='', field2='', field3='', ...)\n   >>> collection.add(...)\n   >>> collection.add(...)\n   >>> collection.update(hash_id, field1='', field4='', ...)\n   >>> change_history = collection.old_data_for_hash_id(hash_id)\n   >>> data = collection.get(hash_id)\n   >>> some_data = collection.get(hash_id, 'field1, field3')\n   >>> results = collection.find(...)\n   >>> results2 = collection.find('field1:val, field3:val', ...)\n   >>> results3 = collection.find(..., get_fields='field2, field4')\n   >>> counts = collection.find(count=True, ...)\n   >>> top_indexed = collection.index_field_info()\n   >>> collection.delete(hash_id, ...)\n\nBasics - Part 1 (request logging demo)\n--------------------------------------\n\n`Demo <https://asciinema.org/a/101422?t=1:10>`__ bookmarks:\n\n-  `1:10 <https://asciinema.org/a/101422?t=1:10>`__ is when the\n   ``ipython`` session is started with\n   ``venv/bin/ipython -i request_logs.py``\n-  `3:14 <https://asciinema.org/a/101422?t=3:14>`__ is when a second\n   ``ipython`` session is started (in a separate tmux pane) to simulate\n   a steady stream of requests with\n   ``slow_trickle_requests(randomsleep=True, show=True)``\n-  `4:22 <https://asciinema.org/a/101422?t=4:22>`__ is when the\n   ``index_field_info`` method is used to get the latest counts of top\n   indexed items\n-  `6:11 <https://asciinema.org/a/101422?t=6:11>`__ is when\n   ``slow_trickle_requests(.001)`` is run to simulate a large quick\n   burst in traffic\n-  `7:00 <https://asciinema.org/a/101422?t=7:00>`__ is when multiple\n   values are passed in the ``since`` argument of ``find``\\ \u2026\n   ``request_logs.find(count=True, since='5:min, 1:min, 30:sec')``\n-  `8:37 <https://asciinema.org/a/101422?t=8:37>`__ is when ``get`` and\n   ``get_by_position`` methods are used with a variety of arguments to\n   change the structure of what\u2019s returned\n-  `10:33 <https://asciinema.org/a/101422?t=10:33>`__ is when the\n   ``redis_helper.ADMIN_TIMEZONE`` is changed at run time from\n   ``America/Chicago`` to ``Europe/London``\n-  `11:27 <https://asciinema.org/a/101422?t=11:27>`__ is when ``find``\n   is used with a variety of arguments to change the structure of what\u2019s\n   returned\n-  `14:30 <https://asciinema.org/a/101422?t=14:30>`__ is when ``find``\n   is used with multiple search terms and multiple ``since`` values\u2026\n   ``request_logs.find('host:dogs.com, uri:/breeds', count=True, since='5:min, 1:min, 10:sec')``\n-  `15:54 <https://asciinema.org/a/101422?t=15:54>`__ is when the\n   ``update`` method is used to modify data and change history is\n   retrieved with the ``old_data_for_hash_id`` method\n\nThe first demo walks through the following:\n\n-  creating a virtual environment, installing redis-helper, and\n   downloading example files\n\n   ::\n\n      $ python3 -m venv venv\n      $ venv/bin/pip3 install redis-helper ipython\n      $ venv/bin/rh-download-examples\n      $ cat ~/.config/redis-helper/settings.ini\n      $ venv/bin/ipython -i request_logs.py\n\n-  using the sample ``Collection`` defined in\n   `request_logs.py <https://github.com/kenjyco/redis-helper/blob/master/examples/request_logs.py>`__\n   to\n\n   -  show values of some properties on a ``Collection``\n\n      -  ``redis_helper.Collection._base_key``\n      -  ``redis_helper.Collection.now_pretty``\n      -  ``redis_helper.Collection.now_utc_float``\n      -  ``redis_helper.Collection.keyspace``\n      -  ``redis_helper.Collection.size``\n      -  ``redis_helper.Collection.first``\n      -  ``redis_helper.Collection.last``\n\n   -  show values of some settings from ``redis_helper``\n\n      -  ``redis_helper.APP_ENV``\n      -  ``redis_helper.REDIS_URL``\n      -  ``redis_helper.REDIS``\n      -  ``redis_helper.SETTINGS_FILE``\n      -  ``redis_helper.ADMIN_TIMEZONE``\n\n   -  show output from some methods on a ``Collection``\n\n      -  ``redis_helper.Collection.index_field_info()``\n      -  ``redis_helper.Collection.find()``\n      -  ``redis_helper.Collection.find(count=True)``\n      -  ``redis_helper.Collection.find(count=True, since='30:sec')``\n      -  ``redis_helper.Collection.find(since='30:sec')``\n      -  ``redis_helper.Collection.find(since='30:sec', admin_fmt=True)``\n      -  ``redis_helper.Collection.find(count=True, since='5:min, 1:min, 30:sec')``\n      -  ``redis_helper.Collection.find('index_field:value')``\n      -  ``redis_helper.Collection.find('index_field:value', all_fields=True, limit=2)``\n      -  ``redis_helper.Collection.find('index_field:value', all_fields=True, limit=2, admin_fmt=True, item_format='{_ts} -> {_id}')``\n      -  ``redis_helper.Collection.find('index_field:value', get_fields='field1, field2', include_meta=False)``\n      -  ``redis_helper.Collection.find('index_field1:value1, index_field2:value2', count=True)``\n      -  ``redis_helper.Collection.find('index_field1:value1, index_field2:value2', count=True, since='5:min, 1:min, 10:sec')``\n      -  ``redis_helper.Collection.get(hash_id)``\n      -  ``redis_helper.Collection.get(hash_id, 'field1,field2,field3')``\n      -  ``redis_helper.Collection.get(hash_id, include_meta=True)``\n      -  ``redis_helper.Collection.get(hash_id, include_meta=True, fields='field1, field2')``\n      -  ``redis_helper.Collection.get(hash_id, include_meta=True, item_format='{_ts} -> {_id}')``\n      -  ``redis_helper.Collection.get_by_position(0)``\n      -  ``redis_helper.Collection.get_by_position(0, include_meta=True, admin_fmt=True)``\n      -  ``redis_helper.Collection.update(hash_id, field1='value1', field2='value2')``\n      -  ``redis_helper.Collection.old_data_for_hash_id(hash_id)``\n\nBasics - Part 2 (urls demo, with unique field)\n----------------------------------------------\n\n`Demo <https://asciinema.org/a/75kl95ty9vg2jl93pfz9fbs9q?t=1:00>`__\nbookmarks:\n\n-  ``TODO``\n\nThe second demo walks through the following:\n\n-  using the sample ``Collection`` defined in\n   `urls.py <https://github.com/kenjyco/redis-helper/blob/master/examples/urls.py>`__\n   to\n\n   -  ``TODO``\n\nSettings, environments, testing, and debugging\n----------------------------------------------\n\nTo trigger a debugger session at a specific place in the `project\ncode <https://github.com/kenjyco/redis-helper/tree/master/redis_helper>`__,\ninsert the following, one line above where you want to inspect\n\n::\n\n   import pdb; pdb.set_trace()\n\nTo start the debugger inside `test\ncode <https://github.com/kenjyco/redis-helper/tree/master/tests>`__, use\n\n::\n\n   pytest.set_trace()\n\n-  use ``(l)ist`` to list context lines\n-  use ``(n)ext`` to move on to the next statement\n-  use ``(s)tep`` to step into a function\n-  use ``(c)ontinue`` to continue to next break point\n   (i.e.\u00a0``set_trace()`` lines in your code)\n-  use ``sticky`` to toggle sticky mode (to constantly show the\n   currently executing code as you move through with the debugger)\n-  use ``pp`` to pretty print a variable or statement\n\nIf the redis server at ``redis_url`` (in the **test section** of\n``~/.config/redis-server/settings.ini``) is not running or is not empty,\nredis server tests will be skipped.\n\nUse the ``APP_ENV`` environment variable to specify which section of the\n``settings.ini`` file your settings will be loaded from. Any settings in\nthe ``default`` section can be overwritten if explicity set in another\nsection.\n\n-  if no ``APP_ENV`` is explicitly set, ``dev`` is assumed\n-  the ``APP_ENV`` setting is overwritten to be ``test`` no matter what\n   was set when calling ``py.test`` tests\n\n\n",
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