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These parameters must have logical order, such that ``blackpoint <= midpoint <= whitepoint`` (if ``mid`` is specified). :param image: The image to colorize. :param black: The color to use for black input pixels. :param white: The color to use for white input pixels. :param mid: The color to use for midtone input pixels. :param blackpoint: an int value [0, 255] for the black mapping. :param whitepoint: an int value [0, 255] for the white mapping. :param midpoint: an int value [0, 255] for the midtone mapping. :return: An image. r'Nrr8r(rrr)) rrrr=r!r<r@rr:r.)r"rLrNrOrQrRrSZ rgb_blackZ rgb_whiteZrgb_mid�red�green�blue�iZ range_mapZ range_map1Z range_map2rrr�colorize�sf!(0 "�"�"�� "�"�"�*"�. rX�size�tuple[int, int]�methodcCs�|j|j}|d|d}||krG||kr/t|j|j|d�}||dkr.|d|f}nt|j|j|d�}||dkrG||df}|j||d�S)a� Returns a resized version of the image, set to the maximum width and height within the requested size, while maintaining the original aspect ratio. :param image: The image to resize. :param size: The requested output size in pixels, given as a (width, height) tuple. :param method: Resampling method to use. Default is :py:attr:`~PIL.Image.Resampling.BICUBIC`. See :ref:`concept-filters`. :return: An image. rr��resample��width�height�round�resize�r"rYr[Zim_ratioZ dest_ratioZ new_heightZ new_widthrrr�contain ��rdcCs�|j|j}|d|d}||krG||kr/t|j|j|d�}||dkr.|d|f}nt|j|j|d�}||dkrG||df}|j||d�S)a� Returns a resized version of the image, so that the requested size is covered, while maintaining the original aspect ratio. :param image: The image to resize. :param size: The requested output size in pixels, given as a (width, height) tuple. :param method: Resampling method to use. Default is :py:attr:`~PIL.Image.Resampling.BICUBIC`. See :ref:`concept-filters`. :return: An image. rrr\r^rcrrr�cover,rerf)��?rg� centering�tuple[float, float]c Cs�t|||�}|j|kr|}|St�|j||�}|jr'|��}|dur'|�|�|j|dkrKt |d|jt dt|dd��}|�||df�|St |d|j t dt|dd��} |�|d| f�|S)at Returns a resized and padded version of the image, expanded to fill the requested aspect ratio and size. :param image: The image to resize and crop. :param size: The requested output size in pixels, given as a (width, height) tuple. :param method: Resampling method to use. Default is :py:attr:`~PIL.Image.Resampling.BICUBIC`. See :ref:`concept-filters`. :param color: The background color of the padded image. :param centering: Control the position of the original image within the padded version. (0.5, 0.5) will keep the image centered (0, 0) will keep the image aligned to the top left (1, 1) will keep the image aligned to the bottom right :return: An image. Nrr)rdrYr�newr�palette� getpalette� putpaletter_ra�max�min�paster`) r"rYr[rrhZresized�outrk�x�yrrr�padKs � &&�rtcCs6t|�\}}}}|�|||jd||jd|f�S)a/ Remove border from image. The same amount of pixels are removed from all four sides. This function works on all image modes. .. seealso:: :py:meth:`~PIL.Image.Image.crop` :param image: The image to crop. :param border: The number of pixels to remove. :return: An image. rr)r�croprY)r"r rrrrrrrruys&ru�factor�floatr]cCsL|dkr|��S|dkrd}t|��t||j�t||j�f}|�||�S)a� Returns a rescaled image by a specific factor given in parameter. A factor greater than 1 expands the image, between 0 and 1 contracts the image. :param image: The image to rescale. :param factor: The expansion factor, as a float. :param resample: Resampling method to use. Default is :py:attr:`~PIL.Image.Resampling.BICUBIC`. See :ref:`concept-filters`. :returns: An :py:class:`~PIL.Image.Image` object. rrz!the factor must be greater than 0)�copy� ValueErrorrar_r`rb)r"rvr]r-rYrrrrH�srHc@seZdZdZd dd�ZdS) �SupportsGetMeshaE An object that supports the ``getmesh`` method, taking an image as an argument, and returning a list of tuples. Each tuple contains two tuples, the source box as a tuple of 4 integers, and a tuple of 8 integers for the final quadrilateral, in order of top left, bottom left, bottom right, top right. r"r#r�Ulist[tuple[tuple[int, int, int, int], tuple[int, int, int, int, int, int, int, int]]]cCsdS�Nr)�selfr"rrr�getmesh�szSupportsGetMesh.getmeshN)r"r#rr{)�__name__� __module__�__qualname__�__doc__r~rrrrrz�srz�deformercCs|�|jtjj|�|�|�S)aL Deform the image. :param image: The image to deform. :param deformer: A deformer object. Any object that implements a ``getmesh`` method can be used. :param resample: An optional resampling filter. 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This function was contributed by Kevin Cazabon. :param image: The image to resize and crop. :param size: The requested output size in pixels, given as a (width, height) tuple. :param method: Resampling method to use. Default is :py:attr:`~PIL.Image.Resampling.BICUBIC`. See :ref:`concept-filters`. :param bleed: Remove a border around the outside of the image from all four edges. The value is a decimal percentage (use 0.01 for one percent). The default value is 0 (no border). Cannot be greater than or equal to 0.5. :param centering: Control the cropping position. Use (0.5, 0.5) for center cropping (e.g. if cropping the width, take 50% off of the left side, and therefore 50% off the right side). (0.0, 0.0) will crop from the top left corner (i.e. if cropping the width, take all of the crop off of the right side, and if cropping the height, take all of it off the bottom). (1.0, 0.0) will crop from the bottom left corner, etc. (i.e. if cropping the width, take all of the crop off the left side, and if cropping the height take none from the top, and therefore all off the bottom). :return: An image. r�g�?rgrrr)�box)rYrb)r"rYr[r�rhZcentering_xZcentering_yZbleed_pixelsZ live_sizeZlive_size_ratioZoutput_ratioZ crop_widthZcrop_heightZ crop_leftZcrop_toprurrr�fits2(� r�cC�|�tjj�S)zq Flip the image vertically (top to bottom). :param image: The image to flip. :return: An image. )� transposer� Transpose�FLIP_TOP_BOTTOM�r"rrr�flip]�r�cCs |�d�S)zi Convert the image to grayscale. :param image: The image to convert. :return: An image. r')r:r�rrr� grayscalegs r�cCs.ttddd��}|jdkr|�|�St||�S)zc Invert (negate) the image. :param image: The image to invert. :return: An image. r8r9�1)r?r<rr+r.)r"r$rrr�invertqsr�cCr�)zq Flip image horizontally (left to right). :param image: The image to mirror. :return: An image. )r�rr��FLIP_LEFT_RIGHTr�rrr�mirror|r�r��bitscs2dd|d��fdd�td�D�}t||�S)z� Reduce the number of bits for each color channel. :param image: The image to posterize. :param bits: The number of bits to keep for each channel (1-8). :return: An image. r�rcsg|]}|�@�qSrr)r�rW�r3rrr��r�zposterize.<locals>.<listcomp>r))r<r.)r"r�r$rr�r� posterize�s r�� thresholdcCs>g}td�D]}||kr|�|�q|�d|�qt||�S)z� Invert all pixel values above a threshold. :param image: The image to solarize. :param threshold: All pixels above this grayscale level are inverted. :return: An image. r)r8)r<r@r.)r"r�r$rWrrr�solarize�s r�)�in_placer�cCsP|��|��}|�tjjd�}tjjtjj tjj tjjtjjtjj tjjd��|�}|dur�|�|�}|r>|j|_|j|_|rB|n|}|��}tjj|vr�|tjj=d|jvr`|��|jd<nd|jvrn|��|jd<dD])}||jvr�dD]} |j|} t| t�r�t�| d| �nt�| ��d | �|j|<qyqp|s�|SdS|s�|��SdS) a If an image has an EXIF Orientation tag, other than 1, transpose the image accordingly, and remove the orientation data. :param image: The image to transpose. :param in_place: Boolean. 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