tqdm/README.rst

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|Logo|
tqdm
====
|Build Status| |Coverage Status| |PyPi Status| |PyPi Downloads|
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``tqdm`` (read taqadum, تقدّم) means "progress" in arabic.
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Instantly make your loops show a progress meter - just wrap any
iterable with "tqdm(iterable)", and you're done!
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.. code:: python
from tqdm import tqdm
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for i in tqdm(range(9)):
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...
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Here's what the output looks like:
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76%\|████████████████████\             \| 7641/10000 [00:34<00:10,
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222.22 it/s]
``trange(N)`` can be also used as a convenient shortcut for
``tqdm(xrange(N))``.
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|Screenshot|
Overhead is low -- about 60ns per iteration (80ns with ``gui=True``).
By comparison, the well established
`ProgressBar <https://code.google.com/p/python-progressbar/>`__ has
an 800ns/iter overhead. It's a matter of taste, but we also like to think our
version is much more visually appealing.
``tqdm`` works on any platform (Linux/Windows/Mac), in any console or in a
GUI, and is also friendly with IPython/Jupyter notebooks.
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Installation
------------
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Latest pypi stable release
~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. code:: sh
pip install tqdm
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Latest development release on github
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Pull and install in the current directory:
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.. code:: sh
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pip install -e git+https://github.com/tqdm/tqdm.git@master#egg=tqdm
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Documentation
-------------
.. code:: python
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class tqdm(object):
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"""
Decorate an iterable object, returning an iterator which acts exactly
like the orignal iterable, but prints a dynamically updating
progressbar every time a value is requested.
"""
def __init__(self, iterable=None, desc=None, total=None, leave=False,
file=sys.stderr, ncols=None, mininterval=0.1, miniters=None,
ascii=None, disable=False, unit='it', unit_scale=False,
dynamic_ncols=False, smoothing=0.05):
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Parameters
~~~~~~~~~~
* iterable : iterable, optional
Iterable to decorate with a progressbar.
Leave blank [default: None] to manually manage the updates.
* desc : str, optional
Prefix for the progressbar [default: None].
* total : int, optional
The number of expected iterations. If not given, len(iterable) is
used if possible. 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 integer, e.g. int(9e9).
* leave : bool, optional
If [default: False], removes all traces of the progressbar
upon termination of iteration.
* 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.
* ncols : int, optional
The width of the entire output message. If specified, dynamically
resizes the progressbar to stay within this bound. If
[default: None], 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 update interval, in seconds [default: 0.1].
* miniters : int, optional
Minimum progress update interval, in iterations [default: None].
If specified, will set `mininterval` to 0.
* ascii : bool, optional
If [default: None] or false, use unicode (smooth blocks) to fill
the meter. The fallback is to use ASCII characters `1-9 #`.
* disable : bool
Whether to disable the entire progressbar wrapper [default: False].
* unit : str, optional
String that will be used to define the unit of each iteration
[default: 'it'].
* unit_scale : bool, optional
If set, 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].
* dynamic_ncols : bool, optional
If set, constantly alters `ncols` to the environment (allowing
for window resizes) [default: False].
* smoothing : float
Exponential moving average smoothing factor for speed estimates
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(ignored in GUI mode). Ranges from 0 (average speed) to 1
(current/instantaneous speed) [default: 0.05].
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Returns
~~~~~~~
* out : decorated iterator.
.. code:: python
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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
Increment to add to the internal counter of iterations
[default: 1].
"""
def close(self):
"""
Cleanup and (if leave=False) close the progressbar.
"""
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class tqdm_gui(tqdm):
"""
Experimental GUI version of tqdm!
"""
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def trange(*args, **kwargs):
"""
A shortcut for tqdm(xrange(*args), **kwargs).
On Python3+ range is used instead of xrange.
"""
Examples and Advanced Usage
~~~~~~~~~~~~~~~~~~~~~~~~~~~
See the ``examples`` folder.
``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 tqdm
import urllib
def my_hook(**kwargs):
t = tqdm.tqdm(**kwargs)
last_b = [0]
def inner(b=1, bsize=1, tsize=None, close=False):
if close:
t.close()
return
t.total = tsize
t.update((b - last_b[0]) * bsize) # manually update the progressbar
last_b[0] = b
return inner
eg_link = 'http://www.doc.ic.ac.uk/~cod11/matryoshka.zip'
eg_hook = my_hook(unit='B', unit_scale=True, leave=True, miniters=1,
desc=eg_link.split('/')[-1]) # all optional kwargs
urllib.urlretrieve(eg_link,
filename='/dev/null', reporthook=eg_hook, data=None)
eg_hook(close=True)
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).
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Contributions
-------------
To run the testing suite please make sure tox (http://tox.testrun.org/)
is installed, then type ``tox`` from the command line.
Alternatively if you don't want to use ``tox``, a Makefile is provided
with the following command:
.. code:: sh
$ make flake8
$ make test
$ make coverage
See the `CONTRIBUTE <https://raw.githubusercontent.com/tqdm/tqdm/master/CONTRIBUTE>`__
file for more information.
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License
-------
`MIT LICENSE <https://raw.githubusercontent.com/tqdm/tqdm/master/LICENSE>`__.
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Authors
-------
- Casper da Costa-Luis (casperdcl)
- Stephen Larroque (lrq3000)
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- Hadrien Mary (hadim)
- Noam Yorav-Raphael (noamraph)*
- Ivan Ivanov (obiwanus)
- Mikhail Korobov (kmike)
`*` Original author
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.. |Logo| image:: https://raw.githubusercontent.com/tqdm/tqdm/master/logo.png
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.. |Build Status| image:: https://travis-ci.org/tqdm/tqdm.svg?branch=master
:target: https://travis-ci.org/tqdm/tqdm
.. |Coverage Status| image:: https://coveralls.io/repos/tqdm/tqdm/badge.svg
:target: https://coveralls.io/r/tqdm/tqdm
.. |PyPi Status| image:: https://img.shields.io/pypi/v/tqdm.svg
:target: https://pypi.python.org/pypi/tqdm
.. |PyPi Downloads| image:: https://img.shields.io/pypi/dm/tqdm.svg
:target: https://pypi.python.org/pypi/tqdm
.. |Screenshot| image:: https://raw.githubusercontent.com/tqdm/tqdm/master/tqdm.gif