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diff --git a/PKG-INFO b/PKG-INFO deleted file mode 100644 index d796709..0000000 --- a/PKG-INFO +++ /dev/null @@ -1,1581 +0,0 @@ -Metadata-Version: 2.1 -Name: tqdm -Version: 4.64.1 -Summary: Fast, Extensible Progress Meter -Home-page: https://tqdm.github.io -Maintainer: tqdm developers -Maintainer-email: python.tqdm@gmail.com -License: MPLv2.0, MIT Licences -Project-URL: Changelog, https://tqdm.github.io/releases -Project-URL: Source, https://github.com/tqdm/tqdm -Project-URL: Wiki, https://github.com/tqdm/tqdm/wiki -Keywords: progressbar,progressmeter,progress,bar,meter,rate,eta,console,terminal,time -Platform: any -Classifier: Development Status :: 5 - Production/Stable -Classifier: Environment :: Console -Classifier: Environment :: MacOS X -Classifier: Environment :: Other Environment -Classifier: Environment :: Win32 (MS Windows) -Classifier: Environment :: X11 Applications -Classifier: Framework :: IPython -Classifier: Framework :: Jupyter -Classifier: Intended Audience :: Developers -Classifier: Intended Audience :: Education -Classifier: Intended Audience :: End Users/Desktop -Classifier: Intended Audience :: Other Audience -Classifier: Intended Audience :: System Administrators -Classifier: License :: OSI Approved :: MIT License -Classifier: License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0) -Classifier: Operating System :: MacOS -Classifier: Operating System :: MacOS :: MacOS X -Classifier: Operating System :: Microsoft -Classifier: Operating System :: Microsoft :: MS-DOS -Classifier: Operating System :: Microsoft :: Windows -Classifier: Operating System :: POSIX -Classifier: Operating System :: POSIX :: BSD -Classifier: Operating System :: POSIX :: BSD :: FreeBSD -Classifier: Operating System :: POSIX :: Linux -Classifier: Operating System :: POSIX :: SunOS/Solaris -Classifier: Operating System :: Unix -Classifier: Programming Language :: Python -Classifier: Programming Language :: Python :: 2 -Classifier: Programming Language :: Python :: 2.7 -Classifier: Programming Language :: Python :: 3 -Classifier: Programming Language :: Python :: 3.5 -Classifier: Programming Language :: Python :: 3.6 -Classifier: Programming Language :: Python :: 3.7 -Classifier: Programming Language :: Python :: 3.8 -Classifier: Programming Language :: Python :: 3.9 -Classifier: Programming Language :: Python :: 3.10 -Classifier: Programming Language :: Python :: Implementation -Classifier: Programming Language :: Python :: Implementation :: IronPython -Classifier: Programming Language :: Python :: Implementation :: PyPy -Classifier: Programming Language :: Unix Shell -Classifier: Topic :: Desktop Environment -Classifier: Topic :: Education :: Computer Aided Instruction (CAI) -Classifier: Topic :: Education :: Testing -Classifier: Topic :: Office/Business -Classifier: Topic :: Other/Nonlisted Topic -Classifier: Topic :: Software Development :: Build Tools -Classifier: Topic :: Software Development :: Libraries -Classifier: Topic :: Software Development :: Libraries :: Python Modules -Classifier: Topic :: Software Development :: Pre-processors -Classifier: Topic :: Software Development :: User Interfaces -Classifier: Topic :: System :: Installation/Setup -Classifier: Topic :: System :: Logging -Classifier: Topic :: System :: Monitoring -Classifier: Topic :: System :: Shells -Classifier: Topic :: Terminals -Classifier: Topic :: Utilities -Provides: tqdm -Requires-Python: !=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7 -Description-Content-Type: text/x-rst -Provides-Extra: dev -Provides-Extra: slack -Provides-Extra: telegram -Provides-Extra: notebook -License-File: LICENCE - -|Logo| - -tqdm -==== - -|Py-Versions| |Versions| |Conda-Forge-Status| |Docker| |Snapcraft| - -|Build-Status| |Coverage-Status| |Branch-Coverage-Status| |Codacy-Grade| |Libraries-Rank| |PyPI-Downloads| - -|LICENCE| |OpenHub-Status| |binder-demo| |awesome-python| - -``tqdm`` derives from the Arabic word *taqaddum* (تقدّم) which can mean "progress," -and is an abbreviation for "I love you so much" in Spanish (*te quiero demasiado*). - -Instantly make your loops show a smart progress meter - just wrap any -iterable with ``tqdm(iterable)``, and you're done! - -.. code:: python - - from tqdm import tqdm - for i in tqdm(range(10000)): - ... - -``76%|████████████████████████ | 7568/10000 [00:33<00:10, 229.00it/s]`` - -``trange(N)`` can be also used as a convenient shortcut for -``tqdm(range(N))``. - -|Screenshot| - |Video| |Slides| |Merch| - -It can also be executed as a module with pipes: - -.. code:: sh - - $ seq 9999999 | tqdm --bytes | wc -l - 75.2MB [00:00, 217MB/s] - 9999999 - - $ tar -zcf - docs/ | tqdm --bytes --total `du -sb docs/ | cut -f1` \ - > backup.tgz - 32%|██████████▍ | 8.89G/27.9G [00:42<01:31, 223MB/s] - -Overhead is low -- about 60ns per iteration (80ns with ``tqdm.gui``), and is -unit tested against performance regression. -By comparison, the well-established -`ProgressBar <https://github.com/niltonvolpato/python-progressbar>`__ has -an 800ns/iter overhead. - -In addition to its low overhead, ``tqdm`` uses smart algorithms to predict -the remaining time and to skip unnecessary iteration displays, which allows -for a negligible overhead in most cases. - -``tqdm`` works on any platform -(Linux, Windows, Mac, FreeBSD, NetBSD, Solaris/SunOS), -in any console or in a GUI, and is also friendly with IPython/Jupyter notebooks. - -``tqdm`` does not require any dependencies (not even ``curses``!), just -Python and an environment supporting ``carriage return \r`` and -``line feed \n`` control characters. - ------------------------------------------- - -.. contents:: Table of contents - :backlinks: top - :local: - - -Installation ------------- - -Latest PyPI stable release -~~~~~~~~~~~~~~~~~~~~~~~~~~ - -|Versions| |PyPI-Downloads| |Libraries-Dependents| - -.. code:: sh - - pip install tqdm - -Latest development release on GitHub -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -|GitHub-Status| |GitHub-Stars| |GitHub-Commits| |GitHub-Forks| |GitHub-Updated| - -Pull and install pre-release ``devel`` branch: - -.. code:: sh - - pip install "git+https://github.com/tqdm/tqdm.git@devel#egg=tqdm" - -Latest Conda release -~~~~~~~~~~~~~~~~~~~~ - -|Conda-Forge-Status| - -.. code:: sh - - conda install -c conda-forge tqdm - -Latest Snapcraft release -~~~~~~~~~~~~~~~~~~~~~~~~ - -|Snapcraft| - -There are 3 channels to choose from: - -.. code:: sh - - snap install tqdm # implies --stable, i.e. latest tagged release - snap install tqdm --candidate # master branch - snap install tqdm --edge # devel branch - -Note that ``snap`` binaries are purely for CLI use (not ``import``-able), and -automatically set up ``bash`` tab-completion. - -Latest Docker release -~~~~~~~~~~~~~~~~~~~~~ - -|Docker| - -.. code:: sh - - docker pull tqdm/tqdm - docker run -i --rm tqdm/tqdm --help - -Other -~~~~~ - -There are other (unofficial) places where ``tqdm`` may be downloaded, particularly for CLI use: - -|Repology| - -.. |Repology| image:: https://repology.org/badge/tiny-repos/python:tqdm.svg - :target: https://repology.org/project/python:tqdm/versions - -Changelog ---------- - -The list of all changes is available either on GitHub's Releases: -|GitHub-Status|, on the -`wiki <https://github.com/tqdm/tqdm/wiki/Releases>`__, or on the -`website <https://tqdm.github.io/releases>`__. - - -Usage ------ - -``tqdm`` is very versatile and can be used in a number of ways. -The three main ones are given below. - -Iterable-based -~~~~~~~~~~~~~~ - -Wrap ``tqdm()`` around any iterable: - -.. code:: python - - from tqdm import tqdm - from time import sleep - - text = "" - for char in tqdm(["a", "b", "c", "d"]): - sleep(0.25) - text = text + char - -``trange(i)`` is a special optimised instance of ``tqdm(range(i))``: - -.. code:: python - - from tqdm import trange - - for i in trange(100): - sleep(0.01) - -Instantiation outside of the loop allows for manual control over ``tqdm()``: - -.. code:: python - - pbar = tqdm(["a", "b", "c", "d"]) - for char in pbar: - sleep(0.25) - pbar.set_description("Processing %s" % char) - -Manual -~~~~~~ - -Manual control of ``tqdm()`` updates using a ``with`` statement: - -.. code:: python - - with tqdm(total=100) as pbar: - for i in range(10): - sleep(0.1) - pbar.update(10) - -If the optional variable ``total`` (or an iterable with ``len()``) is -provided, predictive stats are displayed. - -``with`` is also optional (you can just assign ``tqdm()`` to a variable, -but in this case don't forget to ``del`` or ``close()`` at the end: - -.. code:: python - - pbar = tqdm(total=100) - for i in range(10): - sleep(0.1) - pbar.update(10) - pbar.close() - -Module -~~~~~~ - -Perhaps the most wonderful use of ``tqdm`` is in a script or on the command -line. Simply inserting ``tqdm`` (or ``python -m tqdm``) between pipes will pass -through all ``stdin`` to ``stdout`` while printing progress to ``stderr``. - -The example below demonstrate counting the number of lines in all Python files -in the current directory, with timing information included. - -.. code:: sh - - $ time find . -name '*.py' -type f -exec cat \{} \; | wc -l - 857365 - - real 0m3.458s - user 0m0.274s - sys 0m3.325s - - $ time find . -name '*.py' -type f -exec cat \{} \; | tqdm | wc -l - 857366it [00:03, 246471.31it/s] - 857365 - - real 0m3.585s - user 0m0.862s - sys 0m3.358s - -Note that the usual arguments for ``tqdm`` can also be specified. - -.. code:: sh - - $ find . -name '*.py' -type f -exec cat \{} \; | - tqdm --unit loc --unit_scale --total 857366 >> /dev/null - 100%|█████████████████████████████████| 857K/857K [00:04<00:00, 246Kloc/s] - -Backing up a large directory? - -.. code:: sh - - $ tar -zcf - docs/ | tqdm --bytes --total `du -sb docs/ | cut -f1` \ - > backup.tgz - 44%|██████████████▊ | 153M/352M [00:14<00:18, 11.0MB/s] - -This can be beautified further: - -.. code:: sh - - $ BYTES="$(du -sb docs/ | cut -f1)" - $ tar -cf - docs/ \ - | tqdm --bytes --total "$BYTES" --desc Processing | gzip \ - | tqdm --bytes --total "$BYTES" --desc Compressed --position 1 \ - > ~/backup.tgz - Processing: 100%|██████████████████████| 352M/352M [00:14<00:00, 30.2MB/s] - Compressed: 42%|█████████▎ | 148M/352M [00:14<00:19, 10.9MB/s] - -Or done on a file level using 7-zip: - -.. code:: sh - - $ 7z a -bd -r backup.7z docs/ | grep Compressing \ - | tqdm --total $(find docs/ -type f | wc -l) --unit files \ - | grep -v Compressing - 100%|██████████████████████████▉| 15327/15327 [01:00<00:00, 712.96files/s] - -Pre-existing CLI programs already outputting basic progress information will -benefit from ``tqdm``'s ``--update`` and ``--update_to`` flags: - -.. code:: sh - - $ seq 3 0.1 5 | tqdm --total 5 --update_to --null - 100%|████████████████████████████████████| 5.0/5 [00:00<00:00, 9673.21it/s] - $ seq 10 | tqdm --update --null # 1 + 2 + ... + 10 = 55 iterations - 55it [00:00, 90006.52it/s] - -FAQ and Known Issues --------------------- - -|GitHub-Issues| - -The most common issues relate to excessive output on multiple lines, instead -of a neat one-line progress bar. - -- Consoles in general: require support for carriage return (``CR``, ``\r``). -- Nested progress bars: - - * Consoles in general: require support for moving cursors up to the - previous line. For example, - `IDLE <https://github.com/tqdm/tqdm/issues/191#issuecomment-230168030>`__, - `ConEmu <https://github.com/tqdm/tqdm/issues/254>`__ and - `PyCharm <https://github.com/tqdm/tqdm/issues/203>`__ (also - `here <https://github.com/tqdm/tqdm/issues/208>`__, - `here <https://github.com/tqdm/tqdm/issues/307>`__, and - `here <https://github.com/tqdm/tqdm/issues/454#issuecomment-335416815>`__) - lack full support. - * Windows: additionally may require the Python module ``colorama`` - to ensure nested bars stay within their respective lines. - -- Unicode: - - * Environments which report that they support unicode will have solid smooth - progressbars. The fallback is an ``ascii``-only bar. - * Windows consoles often only partially support unicode and thus - `often require explicit ascii=True <https://github.com/tqdm/tqdm/issues/454#issuecomment-335416815>`__ - (also `here <https://github.com/tqdm/tqdm/issues/499>`__). This is due to - either normal-width unicode characters being incorrectly displayed as - "wide", or some unicode characters not rendering. - -- Wrapping generators: - - * Generator wrapper functions tend to hide the length of iterables. - ``tqdm`` does not. - * Replace ``tqdm(enumerate(...))`` with ``enumerate(tqdm(...))`` or - ``tqdm(enumerate(x), total=len(x), ...)``. - The same applies to ``numpy.ndenumerate``. - * Replace ``tqdm(zip(a, b))`` with ``zip(tqdm(a), b)`` or even - ``zip(tqdm(a), tqdm(b))``. - * The same applies to ``itertools``. - * Some useful convenience functions can be found under ``tqdm.contrib``. - -- `Hanging pipes in python2 <https://github.com/tqdm/tqdm/issues/359>`__: - when using ``tqdm`` on the CLI, you may need to use Python 3.5+ for correct - buffering. -- `No intermediate output in docker-compose <https://github.com/tqdm/tqdm/issues/771>`__: - use ``docker-compose run`` instead of ``docker-compose up`` and ``tty: true``. - -If you come across any other difficulties, browse and file |GitHub-Issues|. - -Documentation -------------- - -|Py-Versions| |README-Hits| (Since 19 May 2016) - -.. code:: python - - class tqdm(): - """ - Decorate an iterable object, returning an iterator which acts exactly - like the original iterable, but prints a dynamically updating - progressbar every time a value is requested. - """ - - def __init__(self, iterable=None, desc=None, total=None, leave=True, - file=None, ncols=None, mininterval=0.1, - maxinterval=10.0, miniters=None, ascii=None, disable=False, - unit='it', unit_scale=False, dynamic_ncols=False, - smoothing=0.3, bar_format=None, initial=0, position=None, - postfix=None, unit_divisor=1000): - -Parameters -~~~~~~~~~~ - -* iterable : iterable, optional - Iterable to decorate with a progressbar. - Leave blank to manually manage the updates. -* desc : str, optional - Prefix for the progressbar. -* total : int or float, optional - The number of expected iterations. If unspecified, - len(iterable) is used if possible. If float("inf") or as a last - resort, only basic progress statistics are displayed - (no ETA, no progressbar). - If ``gui`` is True and this parameter needs subsequent updating, - specify an initial arbitrary large positive number, - e.g. 9e9. -* leave : bool, optional - If [default: True], keeps all traces of the progressbar - upon termination of iteration. - If ``None``, will leave only if ``position`` is ``0``. -* file : ``io.TextIOWrapper`` or ``io.StringIO``, optional - Specifies where to output the progress messages - (default: sys.stderr). Uses ``file.write(str)`` and ``file.flush()`` - methods. For encoding, see ``write_bytes``. -* ncols : int, optional - The width of the entire output message. If specified, - dynamically resizes the progressbar to stay within this bound. - If unspecified, attempts to use environment width. The - fallback is a meter width of 10 and no limit for the counter and - statistics. If 0, will not print any meter (only stats). -* mininterval : float, optional - Minimum progress display update interval [default: 0.1] seconds. -* maxinterval : float, optional - Maximum progress display update interval [default: 10] seconds. - Automatically adjusts ``miniters`` to correspond to ``mininterval`` - after long display update lag. Only works if ``dynamic_miniters`` - or monitor thread is enabled. -* miniters : int or float, optional - Minimum progress display update interval, in iterations. - If 0 and ``dynamic_miniters``, will automatically adjust to equal - ``mininterval`` (more CPU efficient, good for tight loops). - If > 0, will skip display of specified number of iterations. - Tweak this and ``mininterval`` to get very efficient loops. - If your progress is erratic with both fast and slow iterations - (network, skipping items, etc) you should set miniters=1. -* ascii : bool or str, optional - If unspecified or False, use unicode (smooth blocks) to fill - the meter. The fallback is to use ASCII characters " 123456789#". -* disable : bool, optional - Whether to disable the entire progressbar wrapper - [default: False]. If set to None, disable on non-TTY. -* unit : str, optional - String that will be used to define the unit of each iteration - [default: it]. -* unit_scale : bool or int or float, optional - If 1 or True, the number of iterations will be reduced/scaled - automatically and a metric prefix following the - International System of Units standard will be added - (kilo, mega, etc.) [default: False]. If any other non-zero - number, will scale ``total`` and ``n``. -* dynamic_ncols : bool, optional - If set, constantly alters ``ncols`` and ``nrows`` to the - environment (allowing for window resizes) [default: False]. -* smoothing : float, optional - Exponential moving average smoothing factor for speed estimates - (ignored in GUI mode). Ranges from 0 (average speed) to 1 - (current/instantaneous speed) [default: 0.3]. -* bar_format : str, optional - Specify a custom bar string formatting. May impact performance. - [default: '{l_bar}{bar}{r_bar}'], where - l_bar='{desc}: {percentage:3.0f}%|' and - r_bar='| {n_fmt}/{total_fmt} [{elapsed}<{remaining}, ' - '{rate_fmt}{postfix}]' - Possible vars: l_bar, bar, r_bar, n, n_fmt, total, total_fmt, - percentage, elapsed, elapsed_s, ncols, nrows, desc, unit, - rate, rate_fmt, rate_noinv, rate_noinv_fmt, - rate_inv, rate_inv_fmt, postfix, unit_divisor, - remaining, remaining_s, eta. - Note that a trailing ": " is automatically removed after {desc} - if the latter is empty. -* initial : int or float, optional - The initial counter value. Useful when restarting a progress - bar [default: 0]. If using float, consider specifying ``{n:.3f}`` - or similar in ``bar_format``, or specifying ``unit_scale``. -* position : int, optional - Specify the line offset to print this bar (starting from 0) - Automatic if unspecified. - Useful to manage multiple bars at once (eg, from threads). -* postfix : dict or ``*``, optional - Specify additional stats to display at the end of the bar. - Calls ``set_postfix(**postfix)`` if possible (dict). -* unit_divisor : float, optional - [default: 1000], ignored unless ``unit_scale`` is True. -* write_bytes : bool, optional - If (default: None) and ``file`` is unspecified, - bytes will be written in Python 2. If ``True`` will also write - bytes. In all other cases will default to unicode. -* lock_args : tuple, optional - Passed to ``refresh`` for intermediate output - (initialisation, iterating, and updating). -* nrows : int, optional - The screen height. If specified, hides nested bars outside this - bound. If unspecified, attempts to use environment height. - The fallback is 20. -* colour : str, optional - Bar colour (e.g. 'green', '#00ff00'). -* delay : float, optional - Don't display until [default: 0] seconds have elapsed. - -Extra CLI Options -~~~~~~~~~~~~~~~~~ - -* delim : chr, optional - Delimiting character [default: '\n']. Use '\0' for null. - N.B.: on Windows systems, Python converts '\n' to '\r\n'. -* buf_size : int, optional - String buffer size in bytes [default: 256] - used when ``delim`` is specified. -* bytes : bool, optional - If true, will count bytes, ignore ``delim``, and default - ``unit_scale`` to True, ``unit_divisor`` to 1024, and ``unit`` to 'B'. -* tee : bool, optional - If true, passes ``stdin`` to both ``stderr`` and ``stdout``. -* update : bool, optional - If true, will treat input as newly elapsed iterations, - i.e. numbers to pass to ``update()``. Note that this is slow - (~2e5 it/s) since every input must be decoded as a number. -* update_to : bool, optional - If true, will treat input as total elapsed iterations, - i.e. numbers to assign to ``self.n``. Note that this is slow - (~2e5 it/s) since every input must be decoded as a number. -* null : bool, optional - If true, will discard input (no stdout). -* manpath : str, optional - Directory in which to install tqdm man pages. -* comppath : str, optional - Directory in which to place tqdm completion. -* log : str, optional - CRITICAL|FATAL|ERROR|WARN(ING)|[default: 'INFO']|DEBUG|NOTSET. - -Returns -~~~~~~~ - -* out : decorated iterator. - -.. code:: python - - class tqdm(): - def update(self, n=1): - """ - Manually update the progress bar, useful for streams - such as reading files. - E.g.: - >>> t = tqdm(total=filesize) # Initialise - >>> for current_buffer in stream: - ... ... - ... t.update(len(current_buffer)) - >>> t.close() - The last line is highly recommended, but possibly not necessary if - ``t.update()`` will be called in such a way that ``filesize`` will be - exactly reached and printed. - - Parameters - ---------- - n : int or float, optional - Increment to add to the internal counter of iterations - [default: 1]. If using float, consider specifying ``{n:.3f}`` - or similar in ``bar_format``, or specifying ``unit_scale``. - - Returns - ------- - out : bool or None - True if a ``display()`` was triggered. - """ - - def close(self): - """Cleanup and (if leave=False) close the progressbar.""" - - def clear(self, nomove=False): - """Clear current bar display.""" - - def refresh(self): - """ - Force refresh the display of this bar. - - Parameters - ---------- - nolock : bool, optional - If ``True``, does not lock. - If [default: ``False``]: calls ``acquire()`` on internal lock. - lock_args : tuple, optional - Passed to internal lock's ``acquire()``. - If specified, will only ``display()`` if ``acquire()`` returns ``True``. - """ - - def unpause(self): - """Restart tqdm timer from last print time.""" - - def reset(self, total=None): - """ - Resets to 0 iterations for repeated use. - - Consider combining with ``leave=True``. - - Parameters - ---------- - total : int or float, optional. Total to use for the new bar. - """ - - def set_description(self, desc=None, refresh=True): - """ - Set/modify description of the progress bar. - - Parameters - ---------- - desc : str, optional - refresh : bool, optional - Forces refresh [default: True]. - """ - - def set_postfix(self, ordered_dict=None, refresh=True, **tqdm_kwargs): - """ - Set/modify postfix (additional stats) - with automatic formatting based on datatype. - - Parameters - ---------- - ordered_dict : dict or OrderedDict, optional - refresh : bool, optional - Forces refresh [default: True]. - kwargs : dict, optional - """ - - @classmethod - def write(cls, s, file=sys.stdout, end="\n"): - """Print a message via tqdm (without overlap with bars).""" - - @property - def format_dict(self): - """Public API for read-only member access.""" - - def display(self, msg=None, pos=None): - """ - Use ``self.sp`` to display ``msg`` in the specified ``pos``. - - Consider overloading this function when inheriting to use e.g.: - ``self.some_frontend(**self.format_dict)`` instead of ``self.sp``. - - Parameters - ---------- - msg : str, optional. What to display (default: ``repr(self)``). - pos : int, optional. Position to ``moveto`` - (default: ``abs(self.pos)``). - """ - - @classmethod - @contextmanager - def wrapattr(cls, stream, method, total=None, bytes=True, **tqdm_kwargs): - """ - stream : file-like object. - method : str, "read" or "write". The result of ``read()`` and - the first argument of ``write()`` should have a ``len()``. - - >>> with tqdm.wrapattr(file_obj, "read", total=file_obj.size) as fobj: - ... while True: - ... chunk = fobj.read(chunk_size) - ... if not chunk: - ... break - """ - - @classmethod - def pandas(cls, *targs, **tqdm_kwargs): - """Registers the current `tqdm` class with `pandas`.""" - - def trange(*args, **tqdm_kwargs): - """ - A shortcut for `tqdm(xrange(*args), **tqdm_kwargs)`. - On Python3+, `range` is used instead of `xrange`. - """ - -Convenience Functions -~~~~~~~~~~~~~~~~~~~~~ - -.. code:: python - - def tqdm.contrib.tenumerate(iterable, start=0, total=None, - tqdm_class=tqdm.auto.tqdm, **tqdm_kwargs): - """Equivalent of `numpy.ndenumerate` or builtin `enumerate`.""" - - def tqdm.contrib.tzip(iter1, *iter2plus, **tqdm_kwargs): - """Equivalent of builtin `zip`.""" - - def tqdm.contrib.tmap(function, *sequences, **tqdm_kwargs): - """Equivalent of builtin `map`.""" - -Submodules -~~~~~~~~~~ - -.. code:: python - - class tqdm.notebook.tqdm(tqdm.tqdm): - """IPython/Jupyter Notebook widget.""" - - class tqdm.auto.tqdm(tqdm.tqdm): - """Automatically chooses beween `tqdm.notebook` and `tqdm.tqdm`.""" - - class tqdm.asyncio.tqdm(tqdm.tqdm): - """Asynchronous version.""" - @classmethod - def as_completed(cls, fs, *, loop=None, timeout=None, total=None, - **tqdm_kwargs): - """Wrapper for `asyncio.as_completed`.""" - - class tqdm.gui.tqdm(tqdm.tqdm): - """Matplotlib GUI version.""" - - class tqdm.tk.tqdm(tqdm.tqdm): - """Tkinter GUI version.""" - - class tqdm.rich.tqdm(tqdm.tqdm): - """`rich.progress` version.""" - - class tqdm.keras.TqdmCallback(keras.callbacks.Callback): - """Keras callback for epoch and batch progress.""" - - class tqdm.dask.TqdmCallback(dask.callbacks.Callback): - """Dask callback for task progress.""" - - -``contrib`` -+++++++++++ - -The ``tqdm.contrib`` package also contains experimental modules: - -- ``tqdm.contrib.itertools``: Thin wrappers around ``itertools`` -- ``tqdm.contrib.concurrent``: Thin wrappers around ``concurrent.futures`` -- ``tqdm.contrib.slack``: Posts to `Slack <https://slack.com>`__ bots -- ``tqdm.contrib.discord``: Posts to `Discord <https://discord.com>`__ bots -- ``tqdm.contrib.telegram``: Posts to `Telegram <https://telegram.org>`__ bots -- ``tqdm.contrib.bells``: Automagically enables all optional features - - * ``auto``, ``pandas``, ``slack``, ``discord``, ``telegram`` - -Examples and Advanced Usage ---------------------------- - -- See the `examples <https://github.com/tqdm/tqdm/tree/master/examples>`__ - folder; -- import the module and run ``help()``; -- consult the `wiki <https://github.com/tqdm/tqdm/wiki>`__; - - * this has an - `excellent article <https://github.com/tqdm/tqdm/wiki/How-to-make-a-great-Progress-Bar>`__ - on how to make a **great** progressbar; - -- check out the `slides from PyData London <https://tqdm.github.io/PyData2019/slides.html>`__, or -- run the |binder-demo|. - -Description and additional stats -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -Custom information can be displayed and updated dynamically on ``tqdm`` bars -with the ``desc`` and ``postfix`` arguments: - -.. code:: python - - from tqdm import tqdm, trange - from random import random, randint - from time import sleep - - with trange(10) as t: - for i in t: - # Description will be displayed on the left - t.set_description('GEN %i' % i) - # Postfix will be displayed on the right, - # formatted automatically based on argument's datatype - t.set_postfix(loss=random(), gen=randint(1,999), str='h', - lst=[1, 2]) - sleep(0.1) - - with tqdm(total=10, bar_format="{postfix[0]} {postfix[1][value]:>8.2g}", - postfix=["Batch", dict(value=0)]) as t: - for i in range(10): - sleep(0.1) - t.postfix[1]["value"] = i / 2 - t.update() - -Points to remember when using ``{postfix[...]}`` in the ``bar_format`` string: - -- ``postfix`` also needs to be passed as an initial argument in a compatible - format, and -- ``postfix`` will be auto-converted to a string if it is a ``dict``-like - object. To prevent this behaviour, insert an extra item into the dictionary - where the key is not a string. - -Additional ``bar_format`` parameters may also be defined by overriding -``format_dict``, and the bar itself may be modified using ``ascii``: - -.. code:: python - - from tqdm import tqdm - class TqdmExtraFormat(tqdm): - """Provides a `total_time` format parameter""" - @property - def format_dict(self): - d = super(TqdmExtraFormat, self).format_dict - total_time = d["elapsed"] * (d["total"] or 0) / max(d["n"], 1) - d.update(total_time=self.format_interval(total_time) + " in total") - return d - - for i in TqdmExtraFormat( - range(9), ascii=" .oO0", - bar_format="{total_time}: {percentage:.0f}%|{bar}{r_bar}"): - if i == 4: - break - -.. code:: - - 00:00 in total: 44%|0000. | 4/9 [00:00<00:00, 962.93it/s] - -Note that ``{bar}`` also supports a format specifier ``[width][type]``. - -- ``width`` - - * unspecified (default): automatic to fill ``ncols`` - * ``int >= 0``: fixed width overriding ``ncols`` logic - * ``int < 0``: subtract from the automatic default - -- ``type`` - - * ``a``: ascii (``ascii=True`` override) - * ``u``: unicode (``ascii=False`` override) - * ``b``: blank (``ascii=" "`` override) - -This means a fixed bar with right-justified text may be created by using: -``bar_format="{l_bar}{bar:10}|{bar:-10b}right-justified"`` - -Nested progress bars -~~~~~~~~~~~~~~~~~~~~ - -``tqdm`` supports nested progress bars. Here's an example: - -.. code:: python - - from tqdm.auto import trange - from time import sleep - - for i in trange(4, desc='1st loop'): - for j in trange(5, desc='2nd loop'): - for k in trange(50, desc='3rd loop', leave=False): - sleep(0.01) - -For manual control over positioning (e.g. for multi-processing use), -you may specify ``position=n`` where ``n=0`` for the outermost bar, -``n=1`` for the next, and so on. -However, it's best to check if ``tqdm`` can work without manual ``position`` -first. - -.. code:: python - - from time import sleep - from tqdm import trange, tqdm - from multiprocessing import Pool, RLock, freeze_support - - L = list(range(9)) - - def progresser(n): - interval = 0.001 / (n + 2) - total = 5000 - text = "#{}, est. {:<04.2}s".format(n, interval * total) - for _ in trange(total, desc=text, position=n): - sleep(interval) - - if __name__ == '__main__': - freeze_support() # for Windows support - tqdm.set_lock(RLock()) # for managing output contention - p = Pool(initializer=tqdm.set_lock, initargs=(tqdm.get_lock(),)) - p.map(progresser, L) - -Note that in Python 3, ``tqdm.write`` is thread-safe: - -.. code:: python - - from time import sleep - from tqdm import tqdm, trange - from concurrent.futures import ThreadPoolExecutor - - L = list(range(9)) - - def progresser(n): - interval = 0.001 / (n + 2) - total = 5000 - text = "#{}, est. {:<04.2}s".format(n, interval * total) - for _ in trange(total, desc=text): - sleep(interval) - if n == 6: - tqdm.write("n == 6 completed.") - tqdm.write("`tqdm.write()` is thread-safe in py3!") - - if __name__ == '__main__': - with ThreadPoolExecutor() as p: - p.map(progresser, L) - -Hooks and callbacks -~~~~~~~~~~~~~~~~~~~ - -``tqdm`` can easily support callbacks/hooks and manual updates. -Here's an example with ``urllib``: - -**``urllib.urlretrieve`` documentation** - - | [...] - | If present, the hook function will be called once - | on establishment of the network connection and once after each block read - | thereafter. The hook will be passed three arguments; a count of blocks - | transferred so far, a block size in bytes, and the total size of the file. - | [...] - -.. code:: python - - import urllib, os - from tqdm import tqdm - urllib = getattr(urllib, 'request', urllib) - - class TqdmUpTo(tqdm): - """Provides `update_to(n)` which uses `tqdm.update(delta_n)`.""" - def update_to(self, b=1, bsize=1, tsize=None): - """ - b : int, optional - Number of blocks transferred so far [default: 1]. - bsize : int, optional - Size of each block (in tqdm units) [default: 1]. - tsize : int, optional - Total size (in tqdm units). If [default: None] remains unchanged. - """ - if tsize is not None: - self.total = tsize - return self.update(b * bsize - self.n) # also sets self.n = b * bsize - - eg_link = "https://caspersci.uk.to/matryoshka.zip" - with TqdmUpTo(unit='B', unit_scale=True, unit_divisor=1024, miniters=1, - desc=eg_link.split('/')[-1]) as t: # all optional kwargs - urllib.urlretrieve(eg_link, filename=os.devnull, - reporthook=t.update_to, data=None) - t.total = t.n - -Inspired by `twine#242 <https://github.com/pypa/twine/pull/242>`__. -Functional alternative in -`examples/tqdm_wget.py <https://github.com/tqdm/tqdm/blob/master/examples/tqdm_wget.py>`__. - -It is recommend to use ``miniters=1`` whenever there is potentially -large differences in iteration speed (e.g. downloading a file over -a patchy connection). - -**Wrapping read/write methods** - -To measure throughput through a file-like object's ``read`` or ``write`` -methods, use ``CallbackIOWrapper``: - -.. code:: python - - from tqdm.auto import tqdm - from tqdm.utils import CallbackIOWrapper - - with tqdm(total=file_obj.size, - unit='B', unit_scale=True, unit_divisor=1024) as t: - fobj = CallbackIOWrapper(t.update, file_obj, "read") - while True: - chunk = fobj.read(chunk_size) - if not chunk: - break - t.reset() - # ... continue to use `t` for something else - -Alternatively, use the even simpler ``wrapattr`` convenience function, -which would condense both the ``urllib`` and ``CallbackIOWrapper`` examples -down to: - -.. code:: python - - import urllib, os - from tqdm import tqdm - - eg_link = "https://caspersci.uk.to/matryoshka.zip" - response = getattr(urllib, 'request', urllib).urlopen(eg_link) - with tqdm.wrapattr(open(os.devnull, "wb"), "write", - miniters=1, desc=eg_link.split('/')[-1], - total=getattr(response, 'length', None)) as fout: - for chunk in response: - fout.write(chunk) - -The ``requests`` equivalent is nearly identical: - -.. code:: python - - import requests, os - from tqdm import tqdm - - eg_link = "https://caspersci.uk.to/matryoshka.zip" - response = requests.get(eg_link, stream=True) - with tqdm.wrapattr(open(os.devnull, "wb"), "write", - miniters=1, desc=eg_link.split('/')[-1], - total=int(response.headers.get('content-length', 0))) as fout: - for chunk in response.iter_content(chunk_size=4096): - fout.write(chunk) - -**Custom callback** - -``tqdm`` is known for intelligently skipping unnecessary displays. To make a -custom callback take advantage of this, simply use the return value of -``update()``. This is set to ``True`` if a ``display()`` was triggered. - -.. code:: python - - from tqdm.auto import tqdm as std_tqdm - - def external_callback(*args, **kwargs): - ... - - class TqdmExt(std_tqdm): - def update(self, n=1): - displayed = super(TqdmExt, self).update(n) - if displayed: - external_callback(**self.format_dict) - return displayed - -``asyncio`` -~~~~~~~~~~~ - -Note that ``break`` isn't currently caught by asynchronous iterators. -This means that ``tqdm`` cannot clean up after itself in this case: - -.. code:: python - - from tqdm.asyncio import tqdm - - async for i in tqdm(range(9)): - if i == 2: - break - -Instead, either call ``pbar.close()`` manually or use the context manager syntax: - -.. code:: python - - from tqdm.asyncio import tqdm - - with tqdm(range(9)) as pbar: - async for i in pbar: - if i == 2: - break - -Pandas Integration -~~~~~~~~~~~~~~~~~~ - -Due to popular demand we've added support for ``pandas`` -- here's an example -for ``DataFrame.progress_apply`` and ``DataFrameGroupBy.progress_apply``: - -.. code:: python - - import pandas as pd - import numpy as np - from tqdm import tqdm - - df = pd.DataFrame(np.random.randint(0, 100, (100000, 6))) - - # Register `pandas.progress_apply` and `pandas.Series.map_apply` with `tqdm` - # (can use `tqdm.gui.tqdm`, `tqdm.notebook.tqdm`, optional kwargs, etc.) - tqdm.pandas(desc="my bar!") - - # Now you can use `progress_apply` instead of `apply` - # and `progress_map` instead of `map` - df.progress_apply(lambda x: x**2) - # can also groupby: - # df.groupby(0).progress_apply(lambda x: x**2) - -In case you're interested in how this works (and how to modify it for your -own callbacks), see the -`examples <https://github.com/tqdm/tqdm/tree/master/examples>`__ -folder or import the module and run ``help()``. - -Keras Integration -~~~~~~~~~~~~~~~~~ - -A ``keras`` callback is also available: - -.. code:: python - - from tqdm.keras import TqdmCallback - - ... - - model.fit(..., verbose=0, callbacks=[TqdmCallback()]) - -Dask Integration -~~~~~~~~~~~~~~~~ - -A ``dask`` callback is also available: - -.. code:: python - - from tqdm.dask import TqdmCallback - - with TqdmCallback(desc="compute"): - ... - arr.compute() - - # or use callback globally - cb = TqdmCallback(desc="global") - cb.register() - arr.compute() - -IPython/Jupyter Integration -~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -IPython/Jupyter is supported via the ``tqdm.notebook`` submodule: - -.. code:: python - - from tqdm.notebook import trange, tqdm - from time import sleep - - for i in trange(3, desc='1st loop'): - for j in tqdm(range(100), desc='2nd loop'): - sleep(0.01) - -In addition to ``tqdm`` features, the submodule provides a native Jupyter -widget (compatible with IPython v1-v4 and Jupyter), fully working nested bars -and colour hints (blue: normal, green: completed, red: error/interrupt, -light blue: no ETA); as demonstrated below. - -|Screenshot-Jupyter1| -|Screenshot-Jupyter2| -|Screenshot-Jupyter3| - -The ``notebook`` version supports percentage or pixels for overall width -(e.g.: ``ncols='100%'`` or ``ncols='480px'``). - -It is also possible to let ``tqdm`` automatically choose between -console or notebook versions by using the ``autonotebook`` submodule: - -.. code:: python - - from tqdm.autonotebook import tqdm - tqdm.pandas() - -Note that this will issue a ``TqdmExperimentalWarning`` if run in a notebook -since it is not meant to be possible to distinguish between ``jupyter notebook`` -and ``jupyter console``. Use ``auto`` instead of ``autonotebook`` to suppress -this warning. - -Note that notebooks will display the bar in the cell where it was created. -This may be a different cell from the one where it is used. -If this is not desired, either - -- delay the creation of the bar to the cell where it must be displayed, or -- create the bar with ``display=False``, and in a later cell call - ``display(bar.container)``: - -.. code:: python - - from tqdm.notebook import tqdm - pbar = tqdm(..., display=False) - -.. code:: python - - # different cell - display(pbar.container) - -The ``keras`` callback has a ``display()`` method which can be used likewise: - -.. code:: python - - from tqdm.keras import TqdmCallback - cbk = TqdmCallback(display=False) - -.. code:: python - - # different cell - cbk.display() - model.fit(..., verbose=0, callbacks=[cbk]) - -Another possibility is to have a single bar (near the top of the notebook) -which is constantly re-used (using ``reset()`` rather than ``close()``). -For this reason, the notebook version (unlike the CLI version) does not -automatically call ``close()`` upon ``Exception``. - -.. code:: python - - from tqdm.notebook import tqdm - pbar = tqdm() - -.. code:: python - - # different cell - iterable = range(100) - pbar.reset(total=len(iterable)) # initialise with new `total` - for i in iterable: - pbar.update() - pbar.refresh() # force print final status but don't `close()` - -Custom Integration -~~~~~~~~~~~~~~~~~~ - -To change the default arguments (such as making ``dynamic_ncols=True``), -simply use built-in Python magic: - -.. code:: python - - from functools import partial - from tqdm import tqdm as std_tqdm - tqdm = partial(std_tqdm, dynamic_ncols=True) - -For further customisation, -``tqdm`` may be inherited from to create custom callbacks (as with the -``TqdmUpTo`` example `above <#hooks-and-callbacks>`__) or for custom frontends -(e.g. GUIs such as notebook or plotting packages). In the latter case: - -1. ``def __init__()`` to call ``super().__init__(..., gui=True)`` to disable - terminal ``status_printer`` creation. -2. Redefine: ``close()``, ``clear()``, ``display()``. - -Consider overloading ``display()`` to use e.g. -``self.frontend(**self.format_dict)`` instead of ``self.sp(repr(self))``. - -Some submodule examples of inheritance: - -- `tqdm/notebook.py <https://github.com/tqdm/tqdm/blob/master/tqdm/notebook.py>`__ -- `tqdm/gui.py <https://github.com/tqdm/tqdm/blob/master/tqdm/gui.py>`__ -- `tqdm/tk.py <https://github.com/tqdm/tqdm/blob/master/tqdm/tk.py>`__ -- `tqdm/contrib/slack.py <https://github.com/tqdm/tqdm/blob/master/tqdm/contrib/slack.py>`__ -- `tqdm/contrib/discord.py <https://github.com/tqdm/tqdm/blob/master/tqdm/contrib/discord.py>`__ -- `tqdm/contrib/telegram.py <https://github.com/tqdm/tqdm/blob/master/tqdm/contrib/telegram.py>`__ - -Dynamic Monitor/Meter -~~~~~~~~~~~~~~~~~~~~~ - -You can use a ``tqdm`` as a meter which is not monotonically increasing. -This could be because ``n`` decreases (e.g. a CPU usage monitor) or ``total`` -changes. - -One example would be recursively searching for files. The ``total`` is the -number of objects found so far, while ``n`` is the number of those objects which -are files (rather than folders): - -.. code:: python - - from tqdm import tqdm - import os.path - - def find_files_recursively(path, show_progress=True): - files = [] - # total=1 assumes `path` is a file - t = tqdm(total=1, unit="file", disable=not show_progress) - if not os.path.exists(path): - raise IOError("Cannot find:" + path) - - def append_found_file(f): - files.append(f) - t.update() - - def list_found_dir(path): - """returns os.listdir(path) assuming os.path.isdir(path)""" - listing = os.listdir(path) - # subtract 1 since a "file" we found was actually this directory - t.total += len(listing) - 1 - # fancy way to give info without forcing a refresh - t.set_postfix(dir=path[-10:], refresh=False) - t.update(0) # may trigger a refresh - return listing - - def recursively_search(path): - if os.path.isdir(path): - for f in list_found_dir(path): - recursively_search(os.path.join(path, f)) - else: - append_found_file(path) - - recursively_search(path) - t.set_postfix(dir=path) - t.close() - return files - -Using ``update(0)`` is a handy way to let ``tqdm`` decide when to trigger a -display refresh to avoid console spamming. - -Writing messages -~~~~~~~~~~~~~~~~ - -This is a work in progress (see -`#737 <https://github.com/tqdm/tqdm/issues/737>`__). - -Since ``tqdm`` uses a simple printing mechanism to display progress bars, -you should not write any message in the terminal using ``print()`` while -a progressbar is open. - -To write messages in the terminal without any collision with ``tqdm`` bar -display, a ``.write()`` method is provided: - -.. code:: python - - from tqdm.auto import tqdm, trange - from time import sleep - - bar = trange(10) - for i in bar: - # Print using tqdm class method .write() - sleep(0.1) - if not (i % 3): - tqdm.write("Done task %i" % i) - # Can also use bar.write() - -By default, this will print to standard output ``sys.stdout``. but you can -specify any file-like object using the ``file`` argument. For example, this -can be used to redirect the messages writing to a log file or class. - -Redirecting writing -~~~~~~~~~~~~~~~~~~~ - -If using a library that can print messages to the console, editing the library -by replacing ``print()`` with ``tqdm.write()`` may not be desirable. -In that case, redirecting ``sys.stdout`` to ``tqdm.write()`` is an option. - -To redirect ``sys.stdout``, create a file-like class that will write -any input string to ``tqdm.write()``, and supply the arguments -``file=sys.stdout, dynamic_ncols=True``. - -A reusable canonical example is given below: - -.. code:: python - - from time import sleep - import contextlib - import sys - from tqdm import tqdm - from tqdm.contrib import DummyTqdmFile - - - @contextlib.contextmanager - def std_out_err_redirect_tqdm(): - orig_out_err = sys.stdout, sys.stderr - try: - sys.stdout, sys.stderr = map(DummyTqdmFile, orig_out_err) - yield orig_out_err[0] - # Relay exceptions - except Exception as exc: - raise exc - # Always restore sys.stdout/err if necessary - finally: - sys.stdout, sys.stderr = orig_out_err - - def some_fun(i): - print("Fee, fi, fo,".split()[i]) - - # Redirect stdout to tqdm.write() (don't forget the `as save_stdout`) - with std_out_err_redirect_tqdm() as orig_stdout: - # tqdm needs the original stdout - # and dynamic_ncols=True to autodetect console width - for i in tqdm(range(3), file=orig_stdout, dynamic_ncols=True): - sleep(.5) - some_fun(i) - - # After the `with`, printing is restored - print("Done!") - -Redirecting ``logging`` -~~~~~~~~~~~~~~~~~~~~~~~ - -Similar to ``sys.stdout``/``sys.stderr`` as detailed above, console ``logging`` -may also be redirected to ``tqdm.write()``. - -Warning: if also redirecting ``sys.stdout``/``sys.stderr``, make sure to -redirect ``logging`` first if needed. - -Helper methods are available in ``tqdm.contrib.logging``. For example: - -.. code:: python - - import logging - from tqdm import trange - from tqdm.contrib.logging import logging_redirect_tqdm - - LOG = logging.getLogger(__name__) - - if __name__ == '__main__': - logging.basicConfig(level=logging.INFO) - with logging_redirect_tqdm(): - for i in trange(9): - if i == 4: - LOG.info("console logging redirected to `tqdm.write()`") - # logging restored - -Monitoring thread, intervals and miniters -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -``tqdm`` implements a few tricks to increase efficiency and reduce overhead. - -- Avoid unnecessary frequent bar refreshing: ``mininterval`` defines how long - to wait between each refresh. ``tqdm`` always gets updated in the background, - but it will display only every ``mininterval``. -- Reduce number of calls to check system clock/time. -- ``mininterval`` is more intuitive to configure than ``miniters``. - A clever adjustment system ``dynamic_miniters`` will automatically adjust - ``miniters`` to the amount of iterations that fit into time ``mininterval``. - Essentially, ``tqdm`` will check if it's time to print without actually - checking time. This behaviour can be still be bypassed by manually setting - ``miniters``. - -However, consider a case with a combination of fast and slow iterations. -After a few fast iterations, ``dynamic_miniters`` will set ``miniters`` to a -large number. When iteration rate subsequently slows, ``miniters`` will -remain large and thus reduce display update frequency. To address this: - -- ``maxinterval`` defines the maximum time between display refreshes. - A concurrent monitoring thread checks for overdue updates and forces one - where necessary. - -The monitoring thread should not have a noticeable overhead, and guarantees -updates at least every 10 seconds by default. -This value can be directly changed by setting the ``monitor_interval`` of -any ``tqdm`` instance (i.e. ``t = tqdm.tqdm(...); t.monitor_interval = 2``). -The monitor thread may be disabled application-wide by setting -``tqdm.tqdm.monitor_interval = 0`` before instantiation of any ``tqdm`` bar. - - -Merch ------ - -You can buy `tqdm branded merch <https://tqdm.github.io/merch>`__ now! - -Contributions -------------- - -|GitHub-Commits| |GitHub-Issues| |GitHub-PRs| |OpenHub-Status| |GitHub-Contributions| |CII Best Practices| - -All source code is hosted on `GitHub <https://github.com/tqdm/tqdm>`__. -Contributions are welcome. - -See the -`CONTRIBUTING <https://github.com/tqdm/tqdm/blob/master/CONTRIBUTING.md>`__ -file for more information. - -Developers who have made significant contributions, ranked by *SLoC* -(surviving lines of code, -`git fame <https://github.com/casperdcl/git-fame>`__ ``-wMC --excl '\.(png|gif|jpg)$'``), -are: - -==================== ======================================================== ==== ================================ -Name ID SLoC Notes -==================== ======================================================== ==== ================================ -Casper da Costa-Luis `casperdcl <https://github.com/casperdcl>`__ ~78% primary maintainer |Gift-Casper| -Stephen Larroque `lrq3000 <https://github.com/lrq3000>`__ ~10% team member -Martin Zugnoni `martinzugnoni <https://github.com/martinzugnoni>`__ ~4% -Daniel Ecer `de-code <https://github.com/de-code>`__ ~2% -Richard Sheridan `richardsheridan <https://github.com/richardsheridan>`__ ~1% -Guangshuo Chen `chengs <https://github.com/chengs>`__ ~1% -Kyle Altendorf `altendky <https://github.com/altendky>`__ <1% -Matthew Stevens `mjstevens777 <https://github.com/mjstevens777>`__ <1% -Hadrien Mary `hadim <https://github.com/hadim>`__ <1% team member -Noam Yorav-Raphael `noamraph <https://github.com/noamraph>`__ <1% original author -Mikhail Korobov `kmike <https://github.com/kmike>`__ <1% team member -==================== ======================================================== ==== ================================ - -Ports to Other Languages -~~~~~~~~~~~~~~~~~~~~~~~~ - -A list is available on -`this wiki page <https://github.com/tqdm/tqdm/wiki/tqdm-ports>`__. - - -LICENCE -------- - -Open Source (OSI approved): |LICENCE| - -Citation information: |DOI| - -|README-Hits| (Since 19 May 2016) - -.. |Logo| image:: https://img.tqdm.ml/logo.gif -.. |Screenshot| image:: https://img.tqdm.ml/tqdm.gif -.. |Video| image:: https://img.tqdm.ml/video.jpg - :target: https://tqdm.github.io/video -.. |Slides| image:: https://img.tqdm.ml/slides.jpg - :target: https://tqdm.github.io/PyData2019/slides.html -.. |Merch| image:: https://img.tqdm.ml/merch.jpg - :target: https://tqdm.github.io/merch -.. |Build-Status| image:: https://img.shields.io/github/workflow/status/tqdm/tqdm/Test/master?logo=GitHub - :target: https://github.com/tqdm/tqdm/actions?query=workflow%3ATest -.. |Coverage-Status| image:: https://img.shields.io/coveralls/github/tqdm/tqdm/master?logo=coveralls - :target: https://coveralls.io/github/tqdm/tqdm -.. |Branch-Coverage-Status| image:: https://codecov.io/gh/tqdm/tqdm/branch/master/graph/badge.svg - 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