{
    "info": {
        "author": "",
        "author_email": "",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Environment :: MacOS X",
            "Environment :: Other Environment",
            "Environment :: Win32 (MS Windows)",
            "Environment :: X11 Applications",
            "Framework :: IPython",
            "Framework :: Jupyter",
            "Intended Audience :: Developers",
            "Intended Audience :: Education",
            "Intended Audience :: End Users/Desktop",
            "Intended Audience :: Other Audience",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: MIT License",
            "License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)",
            "Operating System :: MacOS",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: Microsoft",
            "Operating System :: Microsoft :: MS-DOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX",
            "Operating System :: POSIX :: BSD",
            "Operating System :: POSIX :: BSD :: FreeBSD",
            "Operating System :: POSIX :: Linux",
            "Operating System :: POSIX :: SunOS/Solaris",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.6",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.2",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Programming Language :: Python :: Implementation",
            "Programming Language :: Python :: Implementation :: IronPython",
            "Programming Language :: Python :: Implementation :: PyPy",
            "Programming Language :: Unix Shell",
            "Topic :: Desktop Environment",
            "Topic :: Education :: Computer Aided Instruction (CAI)",
            "Topic :: Education :: Testing",
            "Topic :: Office/Business",
            "Topic :: Other/Nonlisted Topic",
            "Topic :: Software Development :: Build Tools",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Python Modules",
            "Topic :: Software Development :: Pre-processors",
            "Topic :: Software Development :: User Interfaces",
            "Topic :: System :: Installation/Setup",
            "Topic :: System :: Logging",
            "Topic :: System :: Monitoring",
            "Topic :: System :: Shells",
            "Topic :: Terminals",
            "Topic :: Utilities"
        ],
        "description": "|Logo|\n\ntqdm\n====\n\n|PyPI-Versions| |PyPI-Status| |Conda-Forge-Status| |Docker| |Snapcraft|\n\n|Build-Status| |Coverage-Status| |Branch-Coverage-Status| |Codacy-Grade| |Libraries-Rank| |PyPI-Downloads|\n\n|DOI| |LICENCE| |OpenHub-Status| |binder-demo| |notebook-demo| |awesome-python|\n\n``tqdm`` means \"progress\" in Arabic (*taqadum*, \u062a\u0642\u062f\u0651\u0645)\nand is an abbreviation for \"I love you so much\" in Spanish (*te quiero demasiado*).\n\nInstantly make your loops show a smart progress meter - just wrap any\niterable with ``tqdm(iterable)``, and you're done!\n\n.. code:: python\n\n    from tqdm import tqdm\n    for i in tqdm(range(10000)):\n        ...\n\n``76%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 | 7568/10000 [00:33<00:10, 229.00it/s]``\n\n``trange(N)`` can be also used as a convenient shortcut for\n``tqdm(xrange(N))``.\n\n|Screenshot|\n    REPL: `ptpython <https://github.com/jonathanslenders/ptpython>`__ |\n    PyData London: `video <https://tqdm.github.io/video>`__\n    / `slides <https://tqdm.github.io/PyData2019/slides.html>`__\n\nIt can also be executed as a module with pipes:\n\n.. code:: sh\n\n    $ seq 9999999 | tqdm --bytes | wc -l\n    75.2MB [00:00, 217MB/s]\n    9999999\n    $ 7z a -bd -r backup.7z docs/ | grep Compressing | \\\n        tqdm --total $(find docs/ -type f | wc -l) --unit files >> backup.log\n    100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2589| 8014/8014 [01:37<00:00, 82.29files/s]\n\nOverhead is low -- about 60ns per iteration (80ns with ``tqdm.gui``), and is\nunit tested against performance regression.\nBy comparison, the well-established\n`ProgressBar <https://github.com/niltonvolpato/python-progressbar>`__ has\nan 800ns/iter overhead.\n\nIn addition to its low overhead, ``tqdm`` uses smart algorithms to predict\nthe remaining time and to skip unnecessary iteration displays, which allows\nfor a negligible overhead in most cases.\n\n``tqdm`` works on any platform\n(Linux, Windows, Mac, FreeBSD, NetBSD, Solaris/SunOS),\nin any console or in a GUI, and is also friendly with IPython/Jupyter notebooks.\n\n``tqdm`` does not require any dependencies (not even ``curses``!), just\nPython and an environment supporting ``carriage return \\r`` and\n``line feed \\n`` control characters.\n\n------------------------------------------\n\n.. contents:: Table of contents\n   :backlinks: top\n   :local:\n\n\nInstallation\n------------\n\nLatest PyPI stable release\n~~~~~~~~~~~~~~~~~~~~~~~~~~\n\n|PyPI-Status| |PyPI-Downloads| |Libraries-Dependents|\n\n.. code:: sh\n\n    pip install tqdm\n\nLatest development release on GitHub\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\n|GitHub-Status| |GitHub-Stars| |GitHub-Commits| |GitHub-Forks| |GitHub-Updated|\n\nPull and install in the current directory:\n\n.. code:: sh\n\n    pip install -e git+https://github.com/tqdm/tqdm.git@master#egg=tqdm\n\nLatest Conda release\n~~~~~~~~~~~~~~~~~~~~\n\n|Conda-Forge-Status|\n\n.. code:: sh\n\n    conda install -c conda-forge tqdm\n\nLatest Snapcraft release\n~~~~~~~~~~~~~~~~~~~~~~~~\n\n|Snapcraft|\n\n.. code:: sh\n\n    snap install tqdm\n\nLatest Docker release\n~~~~~~~~~~~~~~~~~~~~~\n\n|Docker|\n\n.. code:: sh\n\n    docker pull tqdm/tqdm\n    docker run -i --rm tqdm/tqdm --help\n\nChangelog\n---------\n\nThe list of all changes is available either on GitHub's Releases:\n|GitHub-Status|, on the\n`wiki <https://github.com/tqdm/tqdm/wiki/Releases>`__, on the\n`website <https://tqdm.github.io/releases/>`__, or on crawlers such as\n`allmychanges.com <https://allmychanges.com/p/python/tqdm/>`_.\n\n\nUsage\n-----\n\n``tqdm`` is very versatile and can be used in a number of ways.\nThe three main ones are given below.\n\nIterable-based\n~~~~~~~~~~~~~~\n\nWrap ``tqdm()`` around any iterable:\n\n.. code:: python\n\n    from tqdm import tqdm\n    import time\n\n    text = \"\"\n    for char in tqdm([\"a\", \"b\", \"c\", \"d\"]):\n        time.sleep(0.25)\n        text = text + char\n\n``trange(i)`` is a special optimised instance of ``tqdm(range(i))``:\n\n.. code:: python\n\n    for i in trange(100):\n        time.sleep(0.01)\n\nInstantiation outside of the loop allows for manual control over ``tqdm()``:\n\n.. code:: python\n\n    pbar = tqdm([\"a\", \"b\", \"c\", \"d\"])\n    for char in pbar:\n        time.sleep(0.25)\n        pbar.set_description(\"Processing %s\" % char)\n\nManual\n~~~~~~\n\nManual control on ``tqdm()`` updates by using a ``with`` statement:\n\n.. code:: python\n\n    with tqdm(total=100) as pbar:\n        for i in range(10):\n            time.sleep(0.1)\n            pbar.update(10)\n\nIf the optional variable ``total`` (or an iterable with ``len()``) is\nprovided, predictive stats are displayed.\n\n``with`` is also optional (you can just assign ``tqdm()`` to a variable,\nbut in this case don't forget to ``del`` or ``close()`` at the end:\n\n.. code:: python\n\n    pbar = tqdm(total=100)\n    for i in range(10):\n        time.sleep(0.1)\n        pbar.update(10)\n    pbar.close()\n\nModule\n~~~~~~\n\nPerhaps the most wonderful use of ``tqdm`` is in a script or on the command\nline. Simply inserting ``tqdm`` (or ``python -m tqdm``) between pipes will pass\nthrough all ``stdin`` to ``stdout`` while printing progress to ``stderr``.\n\nThe example below demonstrated counting the number of lines in all Python files\nin the current directory, with timing information included.\n\n.. code:: sh\n\n    $ time find . -name '*.py' -type f -exec cat \\{} \\; | wc -l\n    857365\n\n    real    0m3.458s\n    user    0m0.274s\n    sys     0m3.325s\n\n    $ time find . -name '*.py' -type f -exec cat \\{} \\; | tqdm | wc -l\n    857366it [00:03, 246471.31it/s]\n    857365\n\n    real    0m3.585s\n    user    0m0.862s\n    sys     0m3.358s\n\nNote that the usual arguments for ``tqdm`` can also be specified.\n\n.. code:: sh\n\n    $ find . -name '*.py' -type f -exec cat \\{} \\; |\n        tqdm --unit loc --unit_scale --total 857366 >> /dev/null\n    100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 857K/857K [00:04<00:00, 246Kloc/s]\n\nBacking up a large directory?\n\n.. code:: sh\n\n    $ 7z a -bd -r backup.7z docs/ | grep Compressing |\n        tqdm --total $(find docs/ -type f | wc -l) --unit files >> backup.log\n    100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2589| 8014/8014 [01:37<00:00, 82.29files/s]\n\n\nFAQ and Known Issues\n--------------------\n\n|GitHub-Issues|\n\nThe most common issues relate to excessive output on multiple lines, instead\nof a neat one-line progress bar.\n\n- Consoles in general: require support for carriage return (``CR``, ``\\r``).\n- Nested progress bars:\n\n  * Consoles in general: require support for moving cursors up to the\n    previous line. For example,\n    `IDLE <https://github.com/tqdm/tqdm/issues/191#issuecomment-230168030>`__,\n    `ConEmu <https://github.com/tqdm/tqdm/issues/254>`__ and\n    `PyCharm <https://github.com/tqdm/tqdm/issues/203>`__ (also\n    `here <https://github.com/tqdm/tqdm/issues/208>`__,\n    `here <https://github.com/tqdm/tqdm/issues/307>`__, and\n    `here <https://github.com/tqdm/tqdm/issues/454#issuecomment-335416815>`__)\n    lack full support.\n  * Windows: additionally may require the Python module ``colorama``\n    to ensure nested bars stay within their respective lines.\n\n- Unicode:\n\n  * Environments which report that they support unicode will have solid smooth\n    progressbars. The fallback is an ```ascii``-only bar.\n  * Windows consoles often only partially support unicode and thus\n    `often require explicit ascii=True <https://github.com/tqdm/tqdm/issues/454#issuecomment-335416815>`__\n    (also `here <https://github.com/tqdm/tqdm/issues/499>`__). This is due to\n    either normal-width unicode characters being incorrectly displayed as\n    \"wide\", or some unicode characters not rendering.\n\n- Wrapping enumerated iterables: use ``enumerate(tqdm(...))`` instead of\n  ``tqdm(enumerate(...))``. The same applies to ``numpy.ndenumerate``.\n  This is because enumerate functions tend to hide the length of iterables.\n  ``tqdm`` does not.\n- Wrapping zipped iterables has similar issues due to internal optimisations.\n  ``tqdm(zip(a, b))`` should be replaced with ``zip(tqdm(a), b)`` or even\n  ``zip(tqdm(a), tqdm(b))``.\n- `Hanging pipes in python2 <https://github.com/tqdm/tqdm/issues/359>`__:\n  when using ``tqdm`` on the CLI, you may need to use python 3.5+ for correct\n  buffering.\n\nIf you come across any other difficulties, browse and file |GitHub-Issues|.\n\nDocumentation\n-------------\n\n|PyPI-Versions| |README-Hits| (Since 19 May 2016)\n\n.. code:: python\n\n    class tqdm():\n      \"\"\"\n      Decorate an iterable object, returning an iterator which acts exactly\n      like the original iterable, but prints a dynamically updating\n      progressbar every time a value is requested.\n      \"\"\"\n\n      def __init__(self, iterable=None, desc=None, total=None, leave=True,\n                   file=None, ncols=None, mininterval=0.1,\n                   maxinterval=10.0, miniters=None, ascii=None, disable=False,\n                   unit='it', unit_scale=False, dynamic_ncols=False,\n                   smoothing=0.3, bar_format=None, initial=0, position=None,\n                   postfix=None, unit_divisor=1000):\n\nParameters\n~~~~~~~~~~\n\n* iterable  : iterable, optional  \n    Iterable to decorate with a progressbar.\n    Leave blank to manually manage the updates.\n* desc  : str, optional  \n    Prefix for the progressbar.\n* total  : int, optional  \n    The number of expected iterations. If unspecified,\n    len(iterable) is used if possible. If float(\"inf\") or as a last\n    resort, only basic progress statistics are displayed\n    (no ETA, no progressbar).\n    If ``gui`` is True and this parameter needs subsequent updating,\n    specify an initial arbitrary large positive integer,\n    e.g. int(9e9).\n* leave  : bool, optional  \n    If [default: True], keeps all traces of the progressbar\n    upon termination of iteration.\n    If ``None``, will leave only if ``position`` is ``0``.\n* file  : ``io.TextIOWrapper`` or ``io.StringIO``, optional  \n    Specifies where to output the progress messages\n    (default: sys.stderr). Uses ``file.write(str)`` and ``file.flush()``\n    methods.  For encoding, see ``write_bytes``.\n* ncols  : int, optional  \n    The width of the entire output message. If specified,\n    dynamically resizes the progressbar to stay within this bound.\n    If unspecified, attempts to use environment width. The\n    fallback is a meter width of 10 and no limit for the counter and\n    statistics. If 0, will not print any meter (only stats).\n* mininterval  : float, optional  \n    Minimum progress display update interval [default: 0.1] seconds.\n* maxinterval  : float, optional  \n    Maximum progress display update interval [default: 10] seconds.\n    Automatically adjusts ``miniters`` to correspond to ``mininterval``\n    after long display update lag. Only works if ``dynamic_miniters``\n    or monitor thread is enabled.\n* miniters  : int, optional  \n    Minimum progress display update interval, in iterations.\n    If 0 and ``dynamic_miniters``, will automatically adjust to equal\n    ``mininterval`` (more CPU efficient, good for tight loops).\n    If > 0, will skip display of specified number of iterations.\n    Tweak this and ``mininterval`` to get very efficient loops.\n    If your progress is erratic with both fast and slow iterations\n    (network, skipping items, etc) you should set miniters=1.\n* ascii  : bool or str, optional  \n    If unspecified or False, use unicode (smooth blocks) to fill\n    the meter. The fallback is to use ASCII characters \" 123456789#\".\n* disable  : bool, optional  \n    Whether to disable the entire progressbar wrapper\n    [default: False]. If set to None, disable on non-TTY.\n* unit  : str, optional  \n    String that will be used to define the unit of each iteration\n    [default: it].\n* unit_scale  : bool or int or float, optional  \n    If 1 or True, the number of iterations will be reduced/scaled\n    automatically and a metric prefix following the\n    International System of Units standard will be added\n    (kilo, mega, etc.) [default: False]. If any other non-zero\n    number, will scale ``total`` and ``n``.\n* dynamic_ncols  : bool, optional  \n    If set, constantly alters ``ncols`` to the environment (allowing\n    for window resizes) [default: False].\n* smoothing  : float, optional  \n    Exponential moving average smoothing factor for speed estimates\n    (ignored in GUI mode). Ranges from 0 (average speed) to 1\n    (current/instantaneous speed) [default: 0.3].\n* bar_format  : str, optional  \n    Specify a custom bar string formatting. May impact performance.\n    [default: '{l_bar}{bar}{r_bar}'], where\n    l_bar='{desc}: {percentage:3.0f}%|' and\n    r_bar='| {n_fmt}/{total_fmt} [{elapsed}<{remaining}, '\n    '{rate_fmt}{postfix}]'\n    Possible vars: l_bar, bar, r_bar, n, n_fmt, total, total_fmt,\n    percentage, elapsed, elapsed_s, ncols, desc, unit,\n    rate, rate_fmt, rate_noinv, rate_noinv_fmt,\n    rate_inv, rate_inv_fmt, postfix, unit_divisor,\n    remaining, remaining_s.\n    Note that a trailing \": \" is automatically removed after {desc}\n    if the latter is empty.\n* initial  : int, optional  \n    The initial counter value. Useful when restarting a progress\n    bar [default: 0].\n* position  : int, optional  \n    Specify the line offset to print this bar (starting from 0)\n    Automatic if unspecified.\n    Useful to manage multiple bars at once (eg, from threads).\n* postfix  : dict or ``*``, optional  \n    Specify additional stats to display at the end of the bar.\n    Calls ``set_postfix(**postfix)`` if possible (dict).\n* unit_divisor  : float, optional  \n    [default: 1000], ignored unless ``unit_scale`` is True.\n* write_bytes  : bool, optional  \n    If (default: None) and ``file`` is unspecified,\n    bytes will be written in Python 2. If ``True`` will also write\n    bytes. In all other cases will default to unicode.\n\nExtra CLI Options\n~~~~~~~~~~~~~~~~~\n\n* delim  : chr, optional  \n    Delimiting character [default: '\\n']. Use '\\0' for null.\n    N.B.: on Windows systems, Python converts '\\n' to '\\r\\n'.\n* buf_size  : int, optional  \n    String buffer size in bytes [default: 256]\n    used when ``delim`` is specified.\n* bytes  : bool, optional  \n    If true, will count bytes, ignore ``delim``, and default\n    ``unit_scale`` to True, ``unit_divisor`` to 1024, and ``unit`` to 'B'.\n* manpath  : str, optional  \n    Directory in which to install tqdm man pages.\n* log  : str, optional  \n    CRITICAL|FATAL|ERROR|WARN(ING)|[default: 'INFO']|DEBUG|NOTSET.\n\nReturns\n~~~~~~~\n\n* out  : decorated iterator.  \n\n.. code:: python\n\n    class tqdm():\n      def update(self, n=1):\n          \"\"\"\n          Manually update the progress bar, useful for streams\n          such as reading files.\n          E.g.:\n          >>> t = tqdm(total=filesize) # Initialise\n          >>> for current_buffer in stream:\n          ...    ...\n          ...    t.update(len(current_buffer))\n          >>> t.close()\n          The last line is highly recommended, but possibly not necessary if\n          ``t.update()`` will be called in such a way that ``filesize`` will be\n          exactly reached and printed.\n\n          Parameters\n          ----------\n          n  : int, optional\n              Increment to add to the internal counter of iterations\n              [default: 1].\n          \"\"\"\n\n      def close(self):\n          \"\"\"Cleanup and (if leave=False) close the progressbar.\"\"\"\n\n      def clear(self, nomove=False):\n          \"\"\"Clear current bar display.\"\"\"\n\n      def refresh(self):\n          \"\"\"Force refresh the display of this bar.\"\"\"\n\n      def unpause(self):\n          \"\"\"Restart tqdm timer from last print time.\"\"\"\n\n      def reset(self, total=None):\n          \"\"\"\n          Resets to 0 iterations for repeated use.\n\n          Consider combining with ``leave=True``.\n\n          Parameters\n          ----------\n          total  : int, optional. Total to use for the new bar.\n          \"\"\"\n\n      def set_description(self, desc=None, refresh=True):\n          \"\"\"\n          Set/modify description of the progress bar.\n\n          Parameters\n          ----------\n          desc  : str, optional\n          refresh  : bool, optional\n              Forces refresh [default: True].\n          \"\"\"\n\n      def set_postfix(self, ordered_dict=None, refresh=True, **kwargs):\n          \"\"\"\n          Set/modify postfix (additional stats)\n          with automatic formatting based on datatype.\n\n          Parameters\n          ----------\n          ordered_dict  : dict or OrderedDict, optional\n          refresh  : bool, optional\n              Forces refresh [default: True].\n          kwargs  : dict, optional\n          \"\"\"\n\n      @classmethod\n      def write(cls, s, file=sys.stdout, end=\"\\n\"):\n          \"\"\"Print a message via tqdm (without overlap with bars).\"\"\"\n\n      @property\n      def format_dict(self):\n          \"\"\"Public API for read-only member access.\"\"\"\n\n      def display(self, msg=None, pos=None):\n          \"\"\"\n          Use ``self.sp`` to display ``msg`` in the specified ``pos``.\n\n          Consider overloading this function when inheriting to use e.g.:\n          ``self.some_frontend(**self.format_dict)`` instead of ``self.sp``.\n\n          Parameters\n          ----------\n          msg  : str, optional. What to display (default: ``repr(self)``).\n          pos  : int, optional. Position to ``moveto``\n            (default: ``abs(self.pos)``).\n          \"\"\"\n\n    def trange(*args, **kwargs):\n        \"\"\"\n        A shortcut for tqdm(xrange(*args), **kwargs).\n        On Python3+ range is used instead of xrange.\n        \"\"\"\n\n    class tqdm.gui.tqdm(tqdm.tqdm):\n        \"\"\"Experimental GUI version\"\"\"\n\n    def tqdm.gui.trange(*args, **kwargs):\n        \"\"\"Experimental GUI version of trange\"\"\"\n\n    class tqdm.notebook.tqdm(tqdm.tqdm):\n        \"\"\"Experimental IPython/Jupyter Notebook widget\"\"\"\n\n    def tqdm.notebook.trange(*args, **kwargs):\n        \"\"\"Experimental IPython/Jupyter Notebook widget version of trange\"\"\"\n\n\nExamples and Advanced Usage\n---------------------------\n\n- See the `examples <https://github.com/tqdm/tqdm/tree/master/examples>`__\n  folder;\n- import the module and run ``help()``;\n- consult the `wiki <https://github.com/tqdm/tqdm/wiki>`__;\n\n  * this has an\n    `excellent article <https://github.com/tqdm/tqdm/wiki/How-to-make-a-great-Progress-Bar>`__\n    on how to make a **great** progressbar;\n\n- run the |notebook-demo| or |binder-demo|, or\n- check out the `slides from PyData London <https://tqdm.github.io/PyData2019/slides.html>`__.\n\nDescription and additional stats\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\nCustom information can be displayed and updated dynamically on ``tqdm`` bars\nwith the ``desc`` and ``postfix`` arguments:\n\n.. code:: python\n\n    from tqdm import trange\n    from random import random, randint\n    from time import sleep\n\n    with trange(10) as t:\n        for i in t:\n            # Description will be displayed on the left\n            t.set_description('GEN %i' % i)\n            # Postfix will be displayed on the right,\n            # formatted automatically based on argument's datatype\n            t.set_postfix(loss=random(), gen=randint(1,999), str='h',\n                          lst=[1, 2])\n            sleep(0.1)\n\n    with tqdm(total=10, bar_format=\"{postfix[0]} {postfix[1][value]:>8.2g}\",\n              postfix=[\"Batch\", dict(value=0)]) as t:\n        for i in range(10):\n            sleep(0.1)\n            t.postfix[1][\"value\"] = i / 2\n            t.update()\n\nPoints to remember when using ``{postfix[...]}`` in the ``bar_format`` string:\n\n- ``postfix`` also needs to be passed as an initial argument in a compatible\n  format, and\n- ``postfix`` will be auto-converted to a string if it is a ``dict``-like\n  object. To prevent this behaviour, insert an extra item into the dictionary\n  where the key is not a string.\n\nAdditional ``bar_format`` parameters may also be defined by overriding\n``format_dict``, and the bar itself may be modified using ``ascii``:\n\n.. code:: python\n\n    from tqdm import tqdm\n    class TqdmExtraFormat(tqdm):\n        \"\"\"Provides a `total_time` format parameter\"\"\"\n        @property\n        def format_dict(self):\n            d = super(TqdmExtraFormat, self).format_dict\n            total_time = d[\"elapsed\"] * (d[\"total\"] or 0) / max(d[\"n\"], 1)\n            d.update(total_time=self.format_interval(total_time) + \" in total\")\n            return d\n\n    for i in TqdmExtraFormat(\n          range(10), ascii=\" .oO0\",\n          bar_format=\"{total_time}: {percentage:.0f}%|{bar}{r_bar}\"):\n        pass\n\n.. code::\n\n    00:01 in total: 40%|000o     | 4/10 [00:00<00:00,  9.96it/s]\n\nNote that ``{bar}`` also supports a format specifier ``[width][type]``.\n\n- ``width``\n\n  * unspecified (default): automatic to fill ``ncols``\n  * ``int >= 0``: fixed width overriding ``ncols`` logic\n  * ``int < 0``: subtract from the automatic default\n\n- ``type``\n\n  * ``a``: ascii (``ascii=True`` override)\n  * ``u``: unicode (``ascii=False`` override)\n  * ``b``: blank (``ascii=\"  \"`` override)\n\nThis means a fixed bar with right-justified text may be created by using:\n``bar_format=\"{l_bar}{bar:10}|{bar:-10b}right-justified\"``\n\nNested progress bars\n~~~~~~~~~~~~~~~~~~~~\n\n``tqdm`` supports nested progress bars. Here's an example:\n\n.. code:: python\n\n    from tqdm import trange\n    from time import sleep\n\n    for i in trange(4, desc='1st loop'):\n        for j in trange(5, desc='2nd loop'):\n            for k in trange(50, desc='3nd loop', leave=False):\n                sleep(0.01)\n\nOn Windows `colorama <https://github.com/tartley/colorama>`__ will be used if\navailable to keep nested bars on their respective lines.\n\nFor manual control over positioning (e.g. for multi-processing use),\nyou may specify ``position=n`` where ``n=0`` for the outermost bar,\n``n=1`` for the next, and so on:\n\n.. code:: python\n\n    from time import sleep\n    from tqdm import trange, tqdm\n    from multiprocessing import Pool, freeze_support\n\n    L = list(range(9))\n\n    def progresser(n):\n        interval = 0.001 / (n + 2)\n        total = 5000\n        text = \"#{}, est. {:<04.2}s\".format(n, interval * total)\n        for _ in trange(total, desc=text, position=n):\n            sleep(interval)\n\n    if __name__ == '__main__':\n        freeze_support()  # for Windows support\n        p = Pool(len(L), initializer=tqdm.set_lock, initargs=(tqdm.get_lock(),))\n        p.map(progresser, L)\n\nNote that in python 3, threads do not require manual positioning,\nand ``tqdm.write`` is safe to use:\n\n.. code:: python\n\n    from time import sleep\n    from tqdm import tqdm, trange\n    from concurrent.futures import ThreadPoolExecutor\n\n    L = list(range(9))\n\n    def progresser(n):\n        interval = 0.001 / (n + 2)\n        total = 5000\n        text = \"#{}, est. {:<04.2}s\".format(n, interval * total)\n        for _ in trange(total, desc=text):\n            sleep(interval)\n        if n == 6:\n            tqdm.write(\"n == 6 completed.\")\n            tqdm.write(\"`tqdm.write()` is thread-safe in py3!\")\n\n    if __name__ == '__main__':\n        with ThreadPoolExecutor() as p:\n            p.map(progresser, L)\n\nHooks and callbacks\n~~~~~~~~~~~~~~~~~~~\n\n``tqdm`` can easily support callbacks/hooks and manual updates.\nHere's an example with ``urllib``:\n\n**urllib.urlretrieve documentation**\n\n    | [...]\n    | If present, the hook function will be called once\n    | on establishment of the network connection and once after each block read\n    | thereafter. The hook will be passed three arguments; a count of blocks\n    | transferred so far, a block size in bytes, and the total size of the file.\n    | [...]\n\n.. code:: python\n\n    import urllib, os\n    from tqdm import tqdm\n\n    class TqdmUpTo(tqdm):\n        \"\"\"Provides `update_to(n)` which uses `tqdm.update(delta_n)`.\"\"\"\n        def update_to(self, b=1, bsize=1, tsize=None):\n            \"\"\"\n            b  : int, optional\n                Number of blocks transferred so far [default: 1].\n            bsize  : int, optional\n                Size of each block (in tqdm units) [default: 1].\n            tsize  : int, optional\n                Total size (in tqdm units). If [default: None] remains unchanged.\n            \"\"\"\n            if tsize is not None:\n                self.total = tsize\n            self.update(b * bsize - self.n)  # will also set self.n = b * bsize\n\n    eg_link = \"https://caspersci.uk.to/matryoshka.zip\"\n    with TqdmUpTo(unit='B', unit_scale=True, miniters=1,\n                  desc=eg_link.split('/')[-1]) as t:  # all optional kwargs\n        urllib.urlretrieve(eg_link, filename=os.devnull,\n                           reporthook=t.update_to, data=None)\n\nInspired by `twine#242 <https://github.com/pypa/twine/pull/242>`__.\nFunctional alternative in\n`examples/tqdm_wget.py <https://github.com/tqdm/tqdm/blob/master/examples/tqdm_wget.py>`__.\n\nIt is recommend to use ``miniters=1`` whenever there is potentially\nlarge differences in iteration speed (e.g. downloading a file over\na patchy connection).\n\nPandas Integration\n~~~~~~~~~~~~~~~~~~\n\nDue to popular demand we've added support for ``pandas`` -- here's an example\nfor ``DataFrame.progress_apply`` and ``DataFrameGroupBy.progress_apply``:\n\n.. code:: python\n\n    import pandas as pd\n    import numpy as np\n    from tqdm import tqdm\n\n    df = pd.DataFrame(np.random.randint(0, 100, (100000, 6)))\n\n    # Register `pandas.progress_apply` and `pandas.Series.map_apply` with `tqdm`\n    # (can use `tqdm.gui.tqdm`, `tqdm.notebook.tqdm`, optional kwargs, etc.)\n    tqdm.pandas(desc=\"my bar!\")\n\n    # Now you can use `progress_apply` instead of `apply`\n    # and `progress_map` instead of `map`\n    df.progress_apply(lambda x: x**2)\n    # can also groupby:\n    # df.groupby(0).progress_apply(lambda x: x**2)\n\nIn case you're interested in how this works (and how to modify it for your\nown callbacks), see the\n`examples <https://github.com/tqdm/tqdm/tree/master/examples>`__\nfolder or import the module and run ``help()``.\n\nIPython/Jupyter Integration\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\nIPython/Jupyter is supported via the ``tqdm.notebook`` submodule:\n\n.. code:: python\n\n    from tqdm.notebook import trange, tqdm\n    from time import sleep\n\n    for i in trange(3, desc='1st loop'):\n        for j in tqdm(range(100), desc='2nd loop'):\n            sleep(0.01)\n\nIn addition to ``tqdm`` features, the submodule provides a native Jupyter\nwidget (compatible with IPython v1-v4 and Jupyter), fully working nested bars\nand colour hints (blue: normal, green: completed, red: error/interrupt,\nlight blue: no ETA); as demonstrated below.\n\n|Screenshot-Jupyter1|\n|Screenshot-Jupyter2|\n|Screenshot-Jupyter3|\n\nIt is also possible to let ``tqdm`` automatically choose between\nconsole or notebook versions by using the ``autonotebook`` submodule:\n\n.. code:: python\n\n    from tqdm.autonotebook import tqdm\n    tqdm.pandas()\n\nNote that this will issue a ``TqdmExperimentalWarning`` if run in a notebook\nsince it is not meant to be possible to distinguish between ``jupyter notebook``\nand ``jupyter console``. Use ``auto`` instead of ``autonotebook`` to suppress\nthis warning.\n\nCustom Integration\n~~~~~~~~~~~~~~~~~~\n\n``tqdm`` may be inherited from to create custom callbacks (as with the\n``TqdmUpTo`` example `above <#hooks-and-callbacks>`__) or for custom frontends\n(e.g. GUIs such as notebook or plotting packages). In the latter case:\n\n1. ``def __init__()`` to call ``super().__init__(..., gui=True)`` to disable\n   terminal ``status_printer`` creation.\n2. Redefine: ``close()``, ``clear()``, ``display()``.\n\nConsider overloading ``display()`` to use e.g.\n``self.frontend(**self.format_dict)`` instead of ``self.sp(repr(self))``.\n\n`tqdm/notebook.py <https://github.com/tqdm/tqdm/blob/master/tqdm/notebook.py>`__\nand `tqdm/gui.py <https://github.com/tqdm/tqdm/blob/master/tqdm/gui.py>`__\nsubmodules are examples of inheritance which don't (yet) strictly conform to the\nabove recommendation.\n\nDynamic Monitor/Meter\n~~~~~~~~~~~~~~~~~~~~~\n\nYou can use a ``tqdm`` as a meter which is not monotonically increasing.\nThis could be because ``n`` decreases (e.g. a CPU usage monitor) or ``total``\nchanges.\n\nOne example would be recursively searching for files. The ``total`` is the\nnumber of objects found so far, while ``n`` is the number of those objects which\nare files (rather than folders):\n\n.. code:: python\n\n    from tqdm import tqdm\n    import os.path\n\n    def find_files_recursively(path, show_progress=True):\n        files = []\n        # total=1 assumes `path` is a file\n        t = tqdm(total=1, unit=\"file\", disable=not show_progress)\n        if not os.path.exists(path):\n            raise IOError(\"Cannot find:\" + path)\n\n        def append_found_file(f):\n            files.append(f)\n            t.update()\n\n        def list_found_dir(path):\n            \"\"\"returns os.listdir(path) assuming os.path.isdir(path)\"\"\"\n            listing = os.listdir(path)\n            # subtract 1 since a \"file\" we found was actually this directory\n            t.total += len(listing) - 1\n            # fancy way to give info without forcing a refresh\n            t.set_postfix(dir=path[-10:], refresh=False)\n            t.update(0)  # may trigger a refresh\n            return listing\n\n        def recursively_search(path):\n            if os.path.isdir(path):\n                for f in list_found_dir(path):\n                    recursively_search(os.path.join(path, f))\n            else:\n                append_found_file(path)\n\n        recursively_search(path)\n        t.set_postfix(dir=path)\n        t.close()\n        return files\n\nUsing ``update(0)`` is a handy way to let ``tqdm`` decide when to trigger a\ndisplay refresh to avoid console spamming.\n\nWriting messages\n~~~~~~~~~~~~~~~~\n\nThis is a work in progress (see\n`#737 <https://github.com/tqdm/tqdm/issues/737>`__).\n\nSince ``tqdm`` uses a simple printing mechanism to display progress bars,\nyou should not write any message in the terminal using ``print()`` while\na progressbar is open.\n\nTo write messages in the terminal without any collision with ``tqdm`` bar\ndisplay, a ``.write()`` method is provided:\n\n.. code:: python\n\n    from tqdm import tqdm, trange\n    from time import sleep\n\n    bar = trange(10)\n    for i in bar:\n        # Print using tqdm class method .write()\n        sleep(0.1)\n        if not (i % 3):\n            tqdm.write(\"Done task %i\" % i)\n        # Can also use bar.write()\n\nBy default, this will print to standard output ``sys.stdout``. but you can\nspecify any file-like object using the ``file`` argument. For example, this\ncan be used to redirect the messages writing to a log file or class.\n\nRedirecting writing\n~~~~~~~~~~~~~~~~~~~\n\nIf using a library that can print messages to the console, editing the library\nby  replacing ``print()`` with ``tqdm.write()`` may not be desirable.\nIn that case, redirecting ``sys.stdout`` to ``tqdm.write()`` is an option.\n\nTo redirect ``sys.stdout``, create a file-like class that will write\nany input string to ``tqdm.write()``, and supply the arguments\n``file=sys.stdout, dynamic_ncols=True``.\n\nA reusable canonical example is given below:\n\n.. code:: python\n\n    from time import sleep\n    import contextlib\n    import sys\n    from tqdm import tqdm\n\n    class DummyTqdmFile(object):\n        \"\"\"Dummy file-like that will write to tqdm\"\"\"\n        file = None\n        def __init__(self, file):\n            self.file = file\n\n        def write(self, x):\n            # Avoid print() second call (useless \\n)\n            if len(x.rstrip()) > 0:\n                tqdm.write(x, file=self.file)\n\n        def flush(self):\n            return getattr(self.file, \"flush\", lambda: None)()\n\n    @contextlib.contextmanager\n    def std_out_err_redirect_tqdm():\n        orig_out_err = sys.stdout, sys.stderr\n        try:\n            sys.stdout, sys.stderr = map(DummyTqdmFile, orig_out_err)\n            yield orig_out_err[0]\n        # Relay exceptions\n        except Exception as exc:\n            raise exc\n        # Always restore sys.stdout/err if necessary\n        finally:\n            sys.stdout, sys.stderr = orig_out_err\n\n    def some_fun(i):\n        print(\"Fee, fi, fo,\".split()[i])\n\n    # Redirect stdout to tqdm.write() (don't forget the `as save_stdout`)\n    with std_out_err_redirect_tqdm() as orig_stdout:\n        # tqdm needs the original stdout\n        # and dynamic_ncols=True to autodetect console width\n        for i in tqdm(range(3), file=orig_stdout, dynamic_ncols=True):\n            sleep(.5)\n            some_fun(i)\n\n    # After the `with`, printing is restored\n    print(\"Done!\")\n\nMonitoring thread, intervals and miniters\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\n``tqdm`` implements a few tricks to to increase efficiency and reduce overhead.\n\n- Avoid unnecessary frequent bar refreshing: ``mininterval`` defines how long\n  to wait between each refresh. ``tqdm`` always gets updated in the background,\n  but it will display only every ``mininterval``.\n- Reduce number of calls to check system clock/time.\n- ``mininterval`` is more intuitive to configure than ``miniters``.\n  A clever adjustment system ``dynamic_miniters`` will automatically adjust\n  ``miniters`` to the amount of iterations that fit into time ``mininterval``.\n  Essentially, ``tqdm`` will check if it's time to print without actually\n  checking time. This behaviour can be still be bypassed by manually setting\n  ``miniters``.\n\nHowever, consider a case with a combination of fast and slow iterations.\nAfter a few fast iterations, ``dynamic_miniters`` will set ``miniters`` to a\nlarge number. When iteration rate subsequently slows, ``miniters`` will\nremain large and thus reduce display update frequency. To address this:\n\n- ``maxinterval`` defines the maximum time between display refreshes.\n  A concurrent monitoring thread checks for overdue updates and forces one\n  where necessary.\n\nThe monitoring thread should not have a noticeable overhead, and guarantees\nupdates at least every 10 seconds by default.\nThis value can be directly changed by setting the ``monitor_interval`` of\nany ``tqdm`` instance (i.e. ``t = tqdm.tqdm(...); t.monitor_interval = 2``).\nThe monitor thread may be disabled application-wide by setting\n``tqdm.tqdm.monitor_interval = 0`` before instantiation of any ``tqdm`` bar.\n\n\nContributions\n-------------\n\n|GitHub-Commits| |GitHub-Issues| |GitHub-PRs| |OpenHub-Status| |GitHub-Contributions|\n\nAll source code is hosted on `GitHub <https://github.com/tqdm/tqdm>`__.\nContributions are welcome.\n\nSee the\n`CONTRIBUTING <https://raw.githubusercontent.com/tqdm/tqdm/master/CONTRIBUTING.md>`__\nfile for more information.\n\nDevelopers who have made significant contributions, ranked by *LoC*\n(surviving lines of code,\n`git fame <https://github.com/casperdcl/git-fame>`__ ``-wMC``),\nare:\n\n==================== ================================================== ==== ================================\nName                 ID                                                 LoC  Notes\n==================== ================================================== ==== ================================\nCasper da Costa-Luis `casperdcl <https://github.com/casperdcl>`__       ~3/4 primary maintainer |Gift-Casper|\nStephen Larroque     `lrq3000 <https://github.com/lrq3000>`__           ~10% team member\nKyle Altendorf       `altendky <https://github.com/altendky>`__         ~2%\nGuangshuo Chen       `chengs <https://github.com/chengs>`__             ~1%\nMatthew Stevens      `mjstevens777 <https://github.com/mjstevens777>`__ ~1%\nNoam Yorav-Raphael   `noamraph <https://github.com/noamraph>`__         ~1%  original author\nHadrien Mary         `hadim <https://github.com/hadim>`__               ~1%  team member\nMikhail Korobov      `kmike <https://github.com/kmike>`__               ~1%  team member\n==================== ================================================== ==== ================================\n\n|sourcerer-0| |sourcerer-1| |sourcerer-2| |sourcerer-3| |sourcerer-4| |sourcerer-5| |sourcerer-7|\n\nPorts to Other Languages\n~~~~~~~~~~~~~~~~~~~~~~~~\n\nA list is available on\n`this wiki page <https://github.com/tqdm/tqdm/wiki/tqdm-ports>`__.\n\n\nLICENCE\n-------\n\nOpen Source (OSI approved): |LICENCE|\n\nCitation information: |DOI| (publication), |DOI-code| (code)\n\n|README-Hits| (Since 19 May 2016)\n\n.. |Logo| image:: https://raw.githubusercontent.com/tqdm/tqdm/master/images/logo.gif\n.. |Screenshot| image:: https://raw.githubusercontent.com/tqdm/tqdm/master/images/tqdm.gif\n.. |Build-Status| image:: https://img.shields.io/travis/tqdm/tqdm/master.svg?logo=travis\n   :target: https://travis-ci.org/tqdm/tqdm\n.. |Coverage-Status| image:: https://coveralls.io/repos/tqdm/tqdm/badge.svg?branch=master\n   :target: https://coveralls.io/github/tqdm/tqdm\n.. |Branch-Coverage-Status| image:: https://codecov.io/gh/tqdm/tqdm/branch/master/graph/badge.svg\n   :target: https://codecov.io/gh/tqdm/tqdm\n.. |Codacy-Grade| image:: https://api.codacy.com/project/badge/Grade/3f965571598f44549c7818f29cdcf177\n   :target: https://www.codacy.com/app/tqdm/tqdm/dashboard\n.. |GitHub-Status| image:: https://img.shields.io/github/tag/tqdm/tqdm.svg?maxAge=86400&logo=github&logoColor=white\n   :target: https://github.com/tqdm/tqdm/releases\n.. |GitHub-Forks| image:: https://img.shields.io/github/forks/tqdm/tqdm.svg?logo=github&logoColor=white\n   :target: https://github.com/tqdm/tqdm/network\n.. |GitHub-Stars| image:: https://img.shields.io/github/stars/tqdm/tqdm.svg?logo=github&logoColor=white\n   :target: https://github.com/tqdm/tqdm/stargazers\n.. |GitHub-Commits| image:: https://img.shields.io/github/commit-activity/y/tqdm/tqdm.svg?logo=git&logoColor=white\n   :target: https://github.com/tqdm/tqdm/graphs/commit-activity\n.. |GitHub-Issues| image:: https://img.shields.io/github/issues-closed/tqdm/tqdm.svg?logo=github&logoColor=white\n   :target: https://github.com/tqdm/tqdm/issues?q=\n.. |GitHub-PRs| image:: https://img.shields.io/github/issues-pr-closed/tqdm/tqdm.svg?logo=github&logoColor=white\n   :target: https://github.com/tqdm/tqdm/pulls\n.. |GitHub-Contributions| image:: https://img.shields.io/github/contributors/tqdm/tqdm.svg?logo=github&logoColor=white\n   :target: https://github.com/tqdm/tqdm/graphs/contributors\n.. |GitHub-Updated| image:: https://img.shields.io/github/last-commit/tqdm/tqdm/master.svg?logo=github&logoColor=white&label=pushed\n   :target: https://github.com/tqdm/tqdm/pulse\n.. |Gift-Casper| image:: 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