2013-10-12 09:18:28 +04:00
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.. py:module:: PIL.Image
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.. py:currentmodule:: PIL.Image
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2020-06-22 06:52:50 +03:00
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:py:mod:`~PIL.Image` Module
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===========================
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2013-10-12 09:18:28 +04:00
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The :py:mod:`~PIL.Image` module provides a class with the same name which is
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used to represent a PIL image. The module also provides a number of factory
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functions, including functions to load images from files, and to create new
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images.
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Examples
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--------
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2018-02-28 15:50:02 +03:00
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Open, rotate, and display an image (using the default viewer)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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2013-10-12 09:18:28 +04:00
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The following script loads an image, rotates it 45 degrees, and displays it
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2019-06-24 11:04:13 +03:00
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using an external viewer (usually xv on Unix, and the Paint program on
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2023-02-24 00:17:10 +03:00
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Windows). ::
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2013-10-12 09:18:28 +04:00
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from PIL import Image
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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im.rotate(45).show()
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2013-10-12 09:18:28 +04:00
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Create thumbnails
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^^^^^^^^^^^^^^^^^
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2018-02-28 15:50:02 +03:00
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The following script creates nice thumbnails of all JPEG images in the
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2023-02-24 00:17:10 +03:00
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current directory preserving aspect ratios with 128x128 max resolution. ::
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2013-10-12 09:18:28 +04:00
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from PIL import Image
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import glob, os
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size = 128, 128
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for infile in glob.glob("*.jpg"):
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file, ext = os.path.splitext(infile)
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2021-02-25 15:41:31 +03:00
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with Image.open(infile) as im:
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im.thumbnail(size)
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im.save(file + ".thumbnail", "JPEG")
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2013-10-12 09:18:28 +04:00
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Functions
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---------
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.. autofunction:: open
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2015-02-10 21:15:47 +03:00
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.. warning::
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To protect against potential DOS attacks caused by "`decompression bombs`_" (i.e. malicious files
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which decompress into a huge amount of data and are designed to crash or cause disruption by using up
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2020-07-21 13:46:50 +03:00
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a lot of memory), Pillow will issue a ``DecompressionBombWarning`` if the number of pixels in an
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2022-09-03 13:53:22 +03:00
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image is over a certain limit, :py:data:`MAX_IMAGE_PIXELS`.
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2020-07-21 16:01:51 +03:00
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2022-09-03 13:53:22 +03:00
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This threshold can be changed by setting :py:data:`MAX_IMAGE_PIXELS`. It can be disabled
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2020-07-21 16:01:51 +03:00
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by setting ``Image.MAX_IMAGE_PIXELS = None``.
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If desired, the warning can be turned into an error with
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``warnings.simplefilter('error', Image.DecompressionBombWarning)`` or suppressed entirely with
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``warnings.simplefilter('ignore', Image.DecompressionBombWarning)``. See also
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`the logging documentation`_ to have warnings output to the logging facility instead of stderr.
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2022-09-03 13:53:22 +03:00
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If the number of pixels is greater than twice :py:data:`MAX_IMAGE_PIXELS`, then a
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2020-07-21 14:46:31 +03:00
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``DecompressionBombError`` will be raised instead.
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2014-07-15 09:25:02 +04:00
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2020-05-01 21:23:39 +03:00
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.. _decompression bombs: https://en.wikipedia.org/wiki/Zip_bomb
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.. _the logging documentation: https://docs.python.org/3/library/logging.html#integration-with-the-warnings-module
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2014-06-27 22:30:08 +04:00
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2013-10-12 09:18:28 +04:00
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Image processing
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^^^^^^^^^^^^^^^^
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.. autofunction:: alpha_composite
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.. autofunction:: blend
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.. autofunction:: composite
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.. autofunction:: eval
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.. autofunction:: merge
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Constructing images
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^^^^^^^^^^^^^^^^^^^
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.. autofunction:: new
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.. autofunction:: fromarray
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.. autofunction:: frombytes
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.. autofunction:: frombuffer
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2020-06-22 11:55:54 +03:00
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Generating images
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^^^^^^^^^^^^^^^^^
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.. autofunction:: effect_mandelbrot
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.. autofunction:: effect_noise
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.. autofunction:: linear_gradient
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.. autofunction:: radial_gradient
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2013-10-12 09:18:28 +04:00
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Registering plugins
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^^^^^^^^^^^^^^^^^^^
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2023-09-16 02:06:23 +03:00
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.. autofunction:: preinit
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.. autofunction:: init
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2013-10-12 09:18:28 +04:00
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.. note::
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2023-09-16 02:06:23 +03:00
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These functions are for use by plugin authors. They are called when a
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plugin is loaded as part of :py:meth:`~preinit()` or :py:meth:`~init()`.
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Application authors can ignore them.
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2013-10-12 09:18:28 +04:00
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.. autofunction:: register_open
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.. autofunction:: register_mime
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.. autofunction:: register_save
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2020-06-22 11:55:54 +03:00
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.. autofunction:: register_save_all
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2013-10-12 09:18:28 +04:00
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.. autofunction:: register_extension
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2020-06-22 11:55:54 +03:00
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.. autofunction:: register_extensions
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.. autofunction:: registered_extensions
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.. autofunction:: register_decoder
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.. autofunction:: register_encoder
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2017-04-03 23:21:50 +03:00
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2013-10-12 09:18:28 +04:00
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The Image Class
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---------------
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.. autoclass:: PIL.Image.Image
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An instance of the :py:class:`~PIL.Image.Image` class has the following
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methods. Unless otherwise stated, all methods return a new instance of the
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:py:class:`~PIL.Image.Image` class, holding the resulting image.
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2017-06-29 15:14:43 +03:00
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.. automethod:: PIL.Image.Image.alpha_composite
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2022-06-11 15:31:07 +03:00
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.. automethod:: PIL.Image.Image.apply_transparency
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.convert
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The following example converts an RGB image (linearly calibrated according to
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2023-02-18 12:34:52 +03:00
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ITU-R 709, using the D65 luminant) to the CIE XYZ color space::
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2013-10-12 09:18:28 +04:00
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rgb2xyz = (
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0.412453, 0.357580, 0.180423, 0,
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0.212671, 0.715160, 0.072169, 0,
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2019-06-24 11:04:13 +03:00
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0.019334, 0.119193, 0.950227, 0)
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2013-10-12 09:18:28 +04:00
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out = im.convert("RGB", rgb2xyz)
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.. automethod:: PIL.Image.Image.copy
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.. automethod:: PIL.Image.Image.crop
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2019-04-06 23:42:22 +03:00
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2023-02-18 12:34:52 +03:00
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This crops the input image with the provided coordinates::
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2019-04-06 23:42:22 +03:00
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2019-06-24 10:45:53 +03:00
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from PIL import Image
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2019-06-24 11:04:13 +03:00
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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2019-04-06 23:42:22 +03:00
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2021-02-25 15:41:31 +03:00
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# The crop method from the Image module takes four coordinates as input.
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# The right can also be represented as (left+width)
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# and lower can be represented as (upper+height).
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(left, upper, right, lower) = (20, 20, 100, 100)
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2019-06-24 10:45:53 +03:00
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2021-02-25 15:41:31 +03:00
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# Here the image "im" is cropped and assigned to new variable im_crop
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im_crop = im.crop((left, upper, right, lower))
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2019-04-06 23:42:22 +03:00
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.draft
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2020-06-22 11:55:54 +03:00
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.. automethod:: PIL.Image.Image.effect_spread
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.. automethod:: PIL.Image.Image.entropy
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.filter
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2019-04-06 23:42:22 +03:00
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2023-02-18 12:34:52 +03:00
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This blurs the input image using a filter from the ``ImageFilter`` module::
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2019-04-06 23:42:22 +03:00
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2019-06-24 11:04:13 +03:00
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from PIL import Image, ImageFilter
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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2019-04-06 23:42:22 +03:00
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2021-02-25 15:41:31 +03:00
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# Blur the input image using the filter ImageFilter.BLUR
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im_blurred = im.filter(filter=ImageFilter.BLUR)
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2019-04-06 23:42:22 +03:00
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2021-02-23 01:59:51 +03:00
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.. automethod:: PIL.Image.Image.frombytes
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.getbands
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2019-04-06 23:42:22 +03:00
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2023-02-18 12:34:52 +03:00
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This helps to get the bands of the input image::
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2019-04-06 23:42:22 +03:00
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2019-06-24 10:45:53 +03:00
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from PIL import Image
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2019-06-24 11:04:13 +03:00
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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print(im.getbands()) # Returns ('R', 'G', 'B')
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2019-04-06 23:42:22 +03:00
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.getbbox
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2019-04-06 23:42:22 +03:00
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2023-02-18 12:34:52 +03:00
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This helps to get the bounding box coordinates of the input image::
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2019-04-06 23:42:22 +03:00
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2019-06-24 10:45:53 +03:00
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from PIL import Image
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2019-06-24 11:04:13 +03:00
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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print(im.getbbox())
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# Returns four coordinates in the format (left, upper, right, lower)
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2019-06-24 10:45:53 +03:00
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2020-06-22 11:55:54 +03:00
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.. automethod:: PIL.Image.Image.getchannel
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.getcolors
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.. automethod:: PIL.Image.Image.getdata
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2020-04-11 11:01:13 +03:00
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.. automethod:: PIL.Image.Image.getexif
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2020-06-22 11:55:54 +03:00
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.. automethod:: PIL.Image.Image.getextrema
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2014-11-10 07:51:20 +03:00
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.. automethod:: PIL.Image.Image.getpalette
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.getpixel
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2020-06-22 11:55:54 +03:00
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.. automethod:: PIL.Image.Image.getprojection
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2024-05-20 16:11:50 +03:00
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.. automethod:: PIL.Image.Image.getxmp
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.histogram
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.. automethod:: PIL.Image.Image.paste
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.. automethod:: PIL.Image.Image.point
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.. automethod:: PIL.Image.Image.putalpha
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.. automethod:: PIL.Image.Image.putdata
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.. automethod:: PIL.Image.Image.putpalette
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.. automethod:: PIL.Image.Image.putpixel
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.. automethod:: PIL.Image.Image.quantize
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2020-06-22 11:55:54 +03:00
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.. automethod:: PIL.Image.Image.reduce
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.. automethod:: PIL.Image.Image.remap_palette
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.resize
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2019-04-06 23:42:22 +03:00
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2023-02-18 12:34:52 +03:00
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This resizes the given image from ``(width, height)`` to ``(width/2, height/2)``::
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2019-04-06 23:42:22 +03:00
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2019-06-24 10:45:53 +03:00
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from PIL import Image
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2019-06-24 11:04:13 +03:00
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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2019-04-06 23:42:22 +03:00
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2021-02-25 15:41:31 +03:00
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# Provide the target width and height of the image
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(width, height) = (im.width // 2, im.height // 2)
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im_resized = im.resize((width, height))
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2019-04-06 23:42:22 +03:00
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.rotate
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2019-04-06 23:42:22 +03:00
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2023-02-18 12:34:52 +03:00
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This rotates the input image by ``theta`` degrees counter clockwise::
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2019-04-06 23:42:22 +03:00
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2019-06-24 10:45:53 +03:00
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from PIL import Image
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2019-06-24 11:04:13 +03:00
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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2019-04-06 23:42:22 +03:00
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2021-02-25 15:41:31 +03:00
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# Rotate the image by 60 degrees counter clockwise
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theta = 60
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# Angle is in degrees counter clockwise
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im_rotated = im.rotate(angle=theta)
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2019-04-06 23:42:22 +03:00
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.save
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.. automethod:: PIL.Image.Image.seek
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.. automethod:: PIL.Image.Image.show
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.. automethod:: PIL.Image.Image.split
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.. automethod:: PIL.Image.Image.tell
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.. automethod:: PIL.Image.Image.thumbnail
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.. automethod:: PIL.Image.Image.tobitmap
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2014-09-23 14:56:22 +04:00
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.. automethod:: PIL.Image.Image.tobytes
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.transform
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.. automethod:: PIL.Image.Image.transpose
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2019-04-06 23:42:22 +03:00
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2022-09-03 13:53:22 +03:00
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This flips the input image by using the :data:`Transpose.FLIP_LEFT_RIGHT`
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2023-02-24 00:17:10 +03:00
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method. ::
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2019-04-06 23:42:22 +03:00
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2019-06-24 10:45:53 +03:00
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from PIL import Image
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2019-06-24 11:04:13 +03:00
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2021-02-25 15:41:31 +03:00
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with Image.open("hopper.jpg") as im:
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2019-04-06 23:42:22 +03:00
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2021-02-25 15:41:31 +03:00
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# Flip the image from left to right
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2022-01-15 01:02:31 +03:00
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im_flipped = im.transpose(method=Image.Transpose.FLIP_LEFT_RIGHT)
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2021-02-25 15:41:31 +03:00
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# To flip the image from top to bottom,
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2022-01-15 01:02:31 +03:00
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# use the method "Image.Transpose.FLIP_TOP_BOTTOM"
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2019-06-24 10:45:53 +03:00
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2019-04-06 23:42:22 +03:00
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2013-10-12 09:18:28 +04:00
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.. automethod:: PIL.Image.Image.verify
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.. automethod:: PIL.Image.Image.load
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2014-04-18 08:53:49 +04:00
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.. automethod:: PIL.Image.Image.close
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2013-10-12 09:18:28 +04:00
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2020-07-09 20:48:42 +03:00
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Image Attributes
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----------------
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2013-10-12 09:18:28 +04:00
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Instances of the :py:class:`Image` class have the following attributes:
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.filename
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:type: str
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2017-07-13 23:35:40 +03:00
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2018-01-27 09:04:46 +03:00
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The filename or path of the source file. Only images created with the
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2019-09-05 23:49:31 +03:00
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factory function ``open`` have a filename attribute. If the input is a
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2017-07-13 23:35:40 +03:00
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file like object, the filename attribute is set to an empty string.
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2018-01-27 09:04:46 +03:00
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.format
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:type: Optional[str]
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2013-10-12 09:18:28 +04:00
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The file format of the source file. For images created by the library
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itself (via a factory function, or by running a method on an existing
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2020-07-10 00:50:57 +03:00
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image), this attribute is set to :data:`None`.
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2013-10-12 09:18:28 +04:00
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.mode
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:type: str
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2013-10-12 09:18:28 +04:00
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Image mode. This is a string specifying the pixel format used by the image.
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Typical values are “1”, “L”, “RGB”, or “CMYK.” See
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2014-11-19 23:49:27 +03:00
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:ref:`concept-modes` for a full list.
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2013-10-12 09:18:28 +04:00
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.size
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:type: tuple[int]
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2013-10-12 09:18:28 +04:00
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Image size, in pixels. The size is given as a 2-tuple (width, height).
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.width
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:type: int
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2015-06-26 13:14:26 +03:00
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Image width, in pixels.
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.height
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:type: int
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2015-06-26 13:14:26 +03:00
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Image height, in pixels.
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.palette
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:type: Optional[PIL.ImagePalette.ImagePalette]
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2013-10-12 09:18:28 +04:00
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2019-05-18 13:36:22 +03:00
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Colour palette table, if any. If mode is "P" or "PA", this should be an
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instance of the :py:class:`~PIL.ImagePalette.ImagePalette` class.
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2020-07-10 00:50:57 +03:00
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Otherwise, it should be set to :data:`None`.
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2013-10-12 09:18:28 +04:00
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2020-06-22 09:59:57 +03:00
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.. py:attribute:: Image.info
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:type: dict
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2013-10-12 09:18:28 +04:00
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A dictionary holding data associated with the image. This dictionary is
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used by file handlers to pass on various non-image information read from
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the file. See documentation for the various file handlers for details.
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Most methods ignore the dictionary when returning new images; since the
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keys are not standardized, it’s not possible for a method to know if the
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operation affects the dictionary. If you need the information later on,
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keep a reference to the info dictionary returned from the open method.
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|
2015-02-10 21:15:47 +03:00
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Unless noted elsewhere, this dictionary does not affect saving files.
|
2014-11-20 02:40:49 +03:00
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2020-06-27 18:24:13 +03:00
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.. py:attribute:: Image.is_animated
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:type: bool
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|
2020-07-05 14:47:23 +03:00
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``True`` if this image has more than one frame, or ``False`` otherwise.
|
2020-06-27 18:24:13 +03:00
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|
2020-07-05 14:47:23 +03:00
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This attribute is only defined by image plugins that support animated images.
|
2020-06-27 18:24:13 +03:00
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Plugins may leave this attribute undefined if they don't support loading
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2020-07-05 14:47:23 +03:00
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animated images, even if the given format supports animated images.
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2020-07-09 18:16:41 +03:00
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Given that this attribute is not present for all images use
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``getattr(image, "is_animated", False)`` to check if Pillow is aware of multiple
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frames in an image regardless of its format.
|
2020-06-27 18:24:13 +03:00
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.. seealso:: :attr:`~Image.n_frames`, :func:`~Image.seek` and :func:`~Image.tell`
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.. py:attribute:: Image.n_frames
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:type: int
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The number of frames in this image.
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|
2020-07-05 14:47:23 +03:00
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This attribute is only defined by image plugins that support animated images.
|
2020-06-27 18:24:13 +03:00
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Plugins may leave this attribute undefined if they don't support loading
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2020-07-05 14:47:23 +03:00
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animated images, even if the given format supports animated images.
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|
2020-07-09 18:16:41 +03:00
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Given that this attribute is not present for all images use
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``getattr(image, "n_frames", 1)`` to check the number of frames that Pillow is
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aware of in an image regardless of its format.
|
2020-06-27 18:24:13 +03:00
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.. seealso:: :attr:`~Image.is_animated`, :func:`~Image.seek` and :func:`~Image.tell`
|
2020-07-02 14:58:09 +03:00
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|
2023-09-30 03:14:10 +03:00
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.. autoattribute:: PIL.Image.Image.has_transparency_data
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|
2020-07-09 20:48:42 +03:00
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Classes
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-------
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|
2020-07-10 01:47:30 +03:00
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.. autoclass:: PIL.Image.Exif
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:members:
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:undoc-members:
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:show-inheritance:
|
2020-07-09 20:48:42 +03:00
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.. autoclass:: PIL.Image.ImagePointHandler
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.. autoclass:: PIL.Image.ImageTransformHandler
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|
2024-05-10 12:48:36 +03:00
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Protocols
|
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|
|
---------
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|
2024-05-11 04:16:52 +03:00
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|
.. autoclass:: SupportsArrayInterface
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:show-inheritance:
|
2024-05-10 12:48:36 +03:00
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|
.. autoclass:: SupportsGetData
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|
:show-inheritance:
|
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|
2020-06-22 09:45:18 +03:00
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Constants
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|
|
---------
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.. data:: NONE
|
2020-07-20 14:16:33 +03:00
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.. data:: MAX_IMAGE_PIXELS
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|
2020-07-20 16:08:25 +03:00
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Set to 89,478,485, approximately 0.25GB for a 24-bit (3 bpp) image.
|
2020-07-20 14:16:33 +03:00
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See :py:meth:`~PIL.Image.open` for more information about how this is used.
|
2020-06-22 09:45:18 +03:00
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|
2024-05-16 10:47:35 +03:00
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.. data:: WARN_POSSIBLE_FORMATS
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Set to false. If true, when an image cannot be identified, warnings will be raised
|
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|
from formats that attempted to read the data.
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|
2020-06-22 09:45:18 +03:00
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Transpose methods
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^^^^^^^^^^^^^^^^^
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Used to specify the :meth:`Image.transpose` method to use.
|
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|
2022-01-15 01:02:31 +03:00
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.. autoclass:: Transpose
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:members:
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:undoc-members:
|
2020-06-22 09:45:18 +03:00
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Transform methods
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^^^^^^^^^^^^^^^^^
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Used to specify the :meth:`Image.transform` method to use.
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|
2022-01-15 01:02:31 +03:00
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.. py:class:: Transform
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.. py:attribute:: AFFINE
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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Affine transform
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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.. py:attribute:: EXTENT
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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|
Cut out a rectangular subregion
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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.. py:attribute:: PERSPECTIVE
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
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Perspective transform
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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.. py:attribute:: QUAD
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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|
Map a quadrilateral to a rectangle
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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.. py:attribute:: MESH
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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|
Map a number of source quadrilaterals in one operation
|
2020-06-22 09:45:18 +03:00
|
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|
Resampling filters
|
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|
|
^^^^^^^^^^^^^^^^^^
|
|
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|
See :ref:`concept-filters` for details.
|
|
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|
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|
2022-01-15 01:02:31 +03:00
|
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|
.. autoclass:: Resampling
|
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|
:members:
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|
:undoc-members:
|
2020-06-22 09:45:18 +03:00
|
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Dither modes
|
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^^^^^^^^^^^^
|
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|
Used to specify the dithering method to use for the
|
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|
:meth:`~Image.convert` and :meth:`~Image.quantize` methods.
|
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|
2022-01-15 01:02:31 +03:00
|
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.. py:class:: Dither
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.. py:attribute:: NONE
|
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No dither
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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.. py:attribute:: ORDERED
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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Not implemented
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
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.. py:attribute:: RASTERIZE
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
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Not implemented
|
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.. py:attribute:: FLOYDSTEINBERG
|
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Floyd-Steinberg dither
|
2020-06-22 09:45:18 +03:00
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Palettes
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^^^^^^^^
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|
2023-04-19 15:46:58 +03:00
|
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|
Used to specify the palette to use for the :meth:`~Image.convert` method.
|
2020-06-22 09:45:18 +03:00
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|
2022-01-15 01:02:31 +03:00
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.. autoclass:: Palette
|
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:members:
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:undoc-members:
|
2020-06-22 09:45:18 +03:00
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Quantization methods
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^^^^^^^^^^^^^^^^^^^^
|
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Used to specify the quantization method to use for the :meth:`~Image.quantize` method.
|
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|
2022-01-15 01:02:31 +03:00
|
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.. py:class:: Quantize
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.. py:attribute:: MEDIANCUT
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
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Median cut. Default method, except for RGBA images. This method does not support
|
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|
RGBA images.
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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.. py:attribute:: MAXCOVERAGE
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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Maximum coverage. This method does not support RGBA images.
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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.. py:attribute:: FASTOCTREE
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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|
Fast octree. Default method for RGBA images.
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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|
.. py:attribute:: LIBIMAGEQUANT
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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|
|
libimagequant
|
2020-06-22 09:45:18 +03:00
|
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|
2022-01-15 01:02:31 +03:00
|
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|
|
Check support using :py:func:`PIL.features.check_feature` with
|
|
|
|
|
``feature="libimagequant"``.
|