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3 iaCO�@s�ddlZddlZddlZddlmZdd�Zdd�Zdd �Zd2dd�Zd3dd�Z ej fdd�Zej dd4fdd�Zd5dd�Z ej fdd�Zejfdd�Zd6dd�Zd7dd�Zej d d8fd!d"�Zd#d$�Zd%d&�Zd'd(�Zd)d*�Zd+d,�Zd9d.d/�Zd0d1�ZdS):�N�)�ImagecCs^t|t�rBt|�dkr(|\}}\}}qRt|�dkrR|\}}}}n|}}}}||||fS)N��)� isinstance�tuple�len)�border�left�top�right�bottom�r�-/tmp/tmp5hum_rxs/lib64/python/PIL/ImageOps.py�_borders rcCs&t|t�r"ddlm}|j||�}|S)Nr)� ImageColor)r�str�r�getcolor)�color�moderrrr�_color)s rcCsV|jdkrtd��n>|jdkrJ|jdkr@t|�dkr@|||}|j|�Std��dS)N�Pzmode P support coming soon�L�RGB�z!not supported for this image mode)rr)r�NotImplementedErrorrZpoint�OSError)�image�lutrrr�_lut1s r FcCsj|r|jd�j|�}n |j|�}g}�x8tdt|�d�D�]"}|||d�}|dk r�yd||<Wn*tk r�x|D]} d|| <qxWYnX|�r�t|t�s�||f}d} xtd�D]} | || } q�W| |dd}xRtd�D]F}|||k�r |||}d||<n|||8<d}|dkr�Pq�W| |dd}xZtdd d �D]J} ||| k�rr||| }d|| <n|| |8<d}|dk�rJP�qJWxtd�D]}||�r�P�q�Wx"tddd�D]} || �r�P�q�W| |k�r�|jttd��q8d| |}||}xJtd�D]>} t | ||�} | dk�r>d} n| dk�rLd} |j | ��qWq8Wt||�S) a� Maximize (normalize) image contrast. This function calculates a histogram of the input image (or mask region), removes ``cutoff`` percent of the lightest and darkest pixels from the histogram, and remaps the image so that the darkest pixel becomes black (0), and the lightest becomes white (255). :param image: The image to process. :param cutoff: The percent to cut off from the histogram on the low and high ends. Either a tuple of (low, high), or a single number for both. :param ignore: The background pixel value (use None for no background). :param mask: Histogram used in contrast operation is computed using pixels within the mask. If no mask is given the entire image is used for histogram computation. :param preserve_tone: Preserve image tone in Photoshop-like style autocontrast. .. versionadded:: 8.2.0 :return: An image. rrrN�dr��g�o@��r#r#r#)�convert� histogram�ranger� TypeErrorrr�extend�list�int�appendr )r�cutoff�ignore�maskZ preserve_toner%rZlayer�hZix�nZcut�lo�hi�scale�offsetrrr�autocontrastAsl r5r"�cCs|jdkst�|dkr>d|ko2|ko2dknsnt�n0d|kod|kod|koddknsnt�t|d�}t|d�}|dk r�t|d�}g}g}g} xr�newrr;r*�max�min�paster<) rr>r?r� centeringZresized�out�x�yrrr�pads &&rJcCs6t|�\}}}}|j|||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�cropr>)rr r rrr rrrrK/srKcCsN|dkr|j�S|dkr"td��n(t||j�t||j�f}|j||�SdS)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.BICUBIC`. See :ref:`concept-filters`. :returns: An :py:class:`~PIL.Image.Image` object. rrz!the factor must be greater than 0N)�copy� ValueError�roundr;r<r=)r�factorr:r>rrrr3>s r3cCs|j|jtj|j|�|�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. Same values possible as in the PIL.Image.transform function. :return: An image. )� transformr>rZMESHZgetmesh)rZdeformerr:rrr�deformSsrQc Cs�|jdkr|jd�}|j|�}g}x�tdt|�d�D]�}dd�|||d�D�}t|�dkrr|jttd��q4tjt j |�|d d}|s�|jttd��q4|d }x.td�D]"}|j||�||||}q�Wq4Wt||�S)a� Equalize the image histogram. This function applies a non-linear mapping to the input image, in order to create a uniform distribution of grayscale values in the output image. :param image: The image to equalize. :param mask: An optional mask. If given, only the pixels selected by the mask are included in the analysis. :return: An image. rrrrcSsg|]}|r|�qSrr)�.0Z_frrr� qszequalize..rr"rr#) rr$r%r&rr(r)� functools�reduce�operator�addr+r ) rr.r/r�bZhisto�stepr0r8rrr�equalizeas rZcCs�t|�\}}}}||jd|}||jd|}t||j�} |jdkrx|jrx|j�|jj�} t| t�r|| j | �} nd} t j|j||f| �}| r�|j| j�|j |||f�|S)z� Add border to the image :param image: The image to expand. :param border: Border width, in pixels. :param fill: Pixel fill value (a color value). Default is 0 (black). :return: An image. rrrN)rr>rr�palette�loadrLrrrrrBZ putpaletterE)rr �fillr rrr r;r<rr[rGrrr�expand�s r^gcCs~t|�}d|dkodkns,d|d<d|dkoBdknsPd|d<d|kobdknsld}||jd||jdf}|jd|dd|jd|ddf}|d|d}|d|d}||kr�|d} |d} n4||k�r||d} |d} n|d} |d|} |d|d| |d}|d|d| |d}|||| || f} |j||| d�S)a� Returns a resized and cropped version of the image, cropped to the requested aspect ratio and size. 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.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. grg�?g�?rr)Zbox)r)r>r=)rr>r?ZbleedrFZbleed_pixelsZ live_sizeZlive_size_ratioZoutput_ratioZ crop_widthZcrop_heightZ crop_leftZcrop_toprKrrr�fit�s0" r_cCs|jtj�S)zq Flip the image vertically (top to bottom). :param image: The image to flip. :return: An image. )� transposer�FLIP_TOP_BOTTOM)rrrr�flip�srbcCs |jd�S)zi Convert the image to grayscale. :param image: The image to convert. :return: An image. r)r$)rrrr� grayscale�srccCs.g}xtd�D]}|jd|�qWt||�S)zc Invert (negate) the image. :param image: The image to invert. :return: An image. rr")r&r+r )rrr8rrr�invertsrdcCs|jtj�S)zq Flip image horizontally (left to right). :param image: The image to mirror. :return: An image. )r`r�FLIP_LEFT_RIGHT)rrrr�mirrorsrfcCs@g}dd|d}xtd�D]}|j||@�q Wt||�S)z� Reduce the number of bits for each color channel. :param image: The image to posterize. :param bits: The number of bits to keep for each channel (1-8). :return: An image. r�rr)r&r+r )r�bitsrr.r8rrr� posterizes ri�cCsBg}x2td�D]&}||kr&|j|�q|jd|�qWt||�S)z� Invert all pixel values above a threshold. :param image: The image to solarize. :param threshold: All pixels above this greyscale level are inverted. :return: An image. rr")r&r+r )r� thresholdrr8rrr�solarize*srlcCs�|j�}|jd�}tjtjtjtjtjtjtj d�j|�}|dk r�|j |�}|j�}d|kr�|d=d|jkr||j�|jd<nBd|jkr�|j�j �|jd<n$d|jkr�tjdd|jd�|jd<|S|j�S) z� If an image has an EXIF Orientation tag, return a new image that is transposed accordingly. Otherwise, return a copy of the image. :param image: The image to transpose. :return: An image. i)r�r��rgN�exifzRaw profile type exifzXML:com.adobe.xmpztiff:Orientation="([0-9])"r)Zgetexif�getrreZ ROTATE_180raZ TRANSPOSEZ ROTATE_270Z TRANSVERSEZ ROTATE_90r`�info�tobytes�hex�re�subrL)rrqZorientationr?Ztransposed_imageZtransposed_exifrrr�exif_transpose;s4 rx)rNNF)Nrr"r6)rArA)r)N)rr)rArA)rj)rTrVrvrrrrr r5r9ZBICUBICr@rJrKr3ZBILINEARrQrZr^r_rbrcrdrfrirlrxrrrr�s. [ T# U