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# 

# The Python Imaging Library. 

# $Id$ 

# 

# the Image class wrapper 

# 

# partial release history: 

# 1995-09-09 fl Created 

# 1996-03-11 fl PIL release 0.0 (proof of concept) 

# 1996-04-30 fl PIL release 0.1b1 

# 1999-07-28 fl PIL release 1.0 final 

# 2000-06-07 fl PIL release 1.1 

# 2000-10-20 fl PIL release 1.1.1 

# 2001-05-07 fl PIL release 1.1.2 

# 2002-03-15 fl PIL release 1.1.3 

# 2003-05-10 fl PIL release 1.1.4 

# 2005-03-28 fl PIL release 1.1.5 

# 2006-12-02 fl PIL release 1.1.6 

# 2009-11-15 fl PIL release 1.1.7 

# 

# Copyright (c) 1997-2009 by Secret Labs AB. All rights reserved. 

# Copyright (c) 1995-2009 by Fredrik Lundh. 

# 

# See the README file for information on usage and redistribution. 

# 

 

# VERSION is deprecated and will be removed in Pillow 6.0.0. 

# PILLOW_VERSION is deprecated and will be removed after that. 

# Use __version__ instead. 

from . import VERSION, PILLOW_VERSION, __version__, _plugins 

from ._util import py3 

 

import logging 

import warnings 

import math 

 

try: 

import builtins 

except ImportError: 

import __builtin__ 

builtins = __builtin__ 

 

from . import ImageMode 

from ._binary import i8 

from ._util import isPath, isStringType, deferred_error 

 

import os 

import sys 

import io 

import struct 

import atexit 

 

# type stuff 

import numbers 

try: 

# Python 3 

from collections.abc import Callable 

except ImportError: 

# Python 2.7 

from collections import Callable 

 

 

# Silence warnings 

assert VERSION 

assert PILLOW_VERSION 

 

logger = logging.getLogger(__name__) 

 

 

class DecompressionBombWarning(RuntimeWarning): 

pass 

 

 

class DecompressionBombError(Exception): 

pass 

 

 

class _imaging_not_installed(object): 

# module placeholder 

def __getattr__(self, id): 

raise ImportError("The _imaging C module is not installed") 

 

 

# Limit to around a quarter gigabyte for a 24 bit (3 bpp) image 

MAX_IMAGE_PIXELS = int(1024 * 1024 * 1024 // 4 // 3) 

 

 

try: 

# If the _imaging C module is not present, Pillow will not load. 

# Note that other modules should not refer to _imaging directly; 

# import Image and use the Image.core variable instead. 

# Also note that Image.core is not a publicly documented interface, 

# and should be considered private and subject to change. 

from . import _imaging as core 

if __version__ != getattr(core, 'PILLOW_VERSION', None): 

raise ImportError("The _imaging extension was built for another " 

"version of Pillow or PIL:\n" 

"Core version: %s\n" 

"Pillow version: %s" % 

(getattr(core, 'PILLOW_VERSION', None), 

__version__)) 

 

except ImportError as v: 

core = _imaging_not_installed() 

# Explanations for ways that we know we might have an import error 

if str(v).startswith("Module use of python"): 

# The _imaging C module is present, but not compiled for 

# the right version (windows only). Print a warning, if 

# possible. 

warnings.warn( 

"The _imaging extension was built for another version " 

"of Python.", 

RuntimeWarning 

) 

elif str(v).startswith("The _imaging extension"): 

warnings.warn(str(v), RuntimeWarning) 

elif "Symbol not found: _PyUnicodeUCS2_" in str(v): 

# should match _PyUnicodeUCS2_FromString and 

# _PyUnicodeUCS2_AsLatin1String 

warnings.warn( 

"The _imaging extension was built for Python with UCS2 support; " 

"recompile Pillow or build Python --without-wide-unicode. ", 

RuntimeWarning 

) 

elif "Symbol not found: _PyUnicodeUCS4_" in str(v): 

# should match _PyUnicodeUCS4_FromString and 

# _PyUnicodeUCS4_AsLatin1String 

warnings.warn( 

"The _imaging extension was built for Python with UCS4 support; " 

"recompile Pillow or build Python --with-wide-unicode. ", 

RuntimeWarning 

) 

# Fail here anyway. Don't let people run with a mostly broken Pillow. 

# see docs/porting.rst 

raise 

 

 

# works everywhere, win for pypy, not cpython 

USE_CFFI_ACCESS = hasattr(sys, 'pypy_version_info') 

try: 

import cffi 

except ImportError: 

cffi = None 

 

try: 

from pathlib import Path 

HAS_PATHLIB = True 

except ImportError: 

try: 

from pathlib2 import Path 

HAS_PATHLIB = True 

except ImportError: 

HAS_PATHLIB = False 

 

 

def isImageType(t): 

""" 

Checks if an object is an image object. 

 

.. warning:: 

 

This function is for internal use only. 

 

:param t: object to check if it's an image 

:returns: True if the object is an image 

""" 

return hasattr(t, "im") 

 

 

# 

# Constants 

 

NONE = 0 

 

# transpose 

FLIP_LEFT_RIGHT = 0 

FLIP_TOP_BOTTOM = 1 

ROTATE_90 = 2 

ROTATE_180 = 3 

ROTATE_270 = 4 

TRANSPOSE = 5 

TRANSVERSE = 6 

 

# transforms (also defined in Imaging.h) 

AFFINE = 0 

EXTENT = 1 

PERSPECTIVE = 2 

QUAD = 3 

MESH = 4 

 

# resampling filters (also defined in Imaging.h) 

NEAREST = NONE = 0 

BOX = 4 

BILINEAR = LINEAR = 2 

HAMMING = 5 

BICUBIC = CUBIC = 3 

LANCZOS = ANTIALIAS = 1 

 

# dithers 

NEAREST = NONE = 0 

ORDERED = 1 # Not yet implemented 

RASTERIZE = 2 # Not yet implemented 

FLOYDSTEINBERG = 3 # default 

 

# palettes/quantizers 

WEB = 0 

ADAPTIVE = 1 

 

MEDIANCUT = 0 

MAXCOVERAGE = 1 

FASTOCTREE = 2 

LIBIMAGEQUANT = 3 

 

# categories 

NORMAL = 0 

SEQUENCE = 1 

CONTAINER = 2 

 

if hasattr(core, 'DEFAULT_STRATEGY'): 

DEFAULT_STRATEGY = core.DEFAULT_STRATEGY 

FILTERED = core.FILTERED 

HUFFMAN_ONLY = core.HUFFMAN_ONLY 

RLE = core.RLE 

FIXED = core.FIXED 

 

 

# -------------------------------------------------------------------- 

# Registries 

 

ID = [] 

OPEN = {} 

MIME = {} 

SAVE = {} 

SAVE_ALL = {} 

EXTENSION = {} 

DECODERS = {} 

ENCODERS = {} 

 

# -------------------------------------------------------------------- 

# Modes supported by this version 

 

_MODEINFO = { 

# NOTE: this table will be removed in future versions. use 

# getmode* functions or ImageMode descriptors instead. 

 

# official modes 

"1": ("L", "L", ("1",)), 

"L": ("L", "L", ("L",)), 

"I": ("L", "I", ("I",)), 

"F": ("L", "F", ("F",)), 

"P": ("RGB", "L", ("P",)), 

"RGB": ("RGB", "L", ("R", "G", "B")), 

"RGBX": ("RGB", "L", ("R", "G", "B", "X")), 

"RGBA": ("RGB", "L", ("R", "G", "B", "A")), 

"CMYK": ("RGB", "L", ("C", "M", "Y", "K")), 

"YCbCr": ("RGB", "L", ("Y", "Cb", "Cr")), 

"LAB": ("RGB", "L", ("L", "A", "B")), 

"HSV": ("RGB", "L", ("H", "S", "V")), 

 

# Experimental modes include I;16, I;16L, I;16B, RGBa, BGR;15, and 

# BGR;24. Use these modes only if you know exactly what you're 

# doing... 

 

} 

 

if sys.byteorder == 'little': 

_ENDIAN = '<' 

else: 

_ENDIAN = '>' 

 

_MODE_CONV = { 

# official modes 

"1": ('|b1', None), # Bits need to be extended to bytes 

"L": ('|u1', None), 

"LA": ('|u1', 2), 

"I": (_ENDIAN + 'i4', None), 

"F": (_ENDIAN + 'f4', None), 

"P": ('|u1', None), 

"RGB": ('|u1', 3), 

"RGBX": ('|u1', 4), 

"RGBA": ('|u1', 4), 

"CMYK": ('|u1', 4), 

"YCbCr": ('|u1', 3), 

"LAB": ('|u1', 3), # UNDONE - unsigned |u1i1i1 

"HSV": ('|u1', 3), 

# I;16 == I;16L, and I;32 == I;32L 

"I;16": ('<u2', None), 

"I;16B": ('>u2', None), 

"I;16L": ('<u2', None), 

"I;16S": ('<i2', None), 

"I;16BS": ('>i2', None), 

"I;16LS": ('<i2', None), 

"I;32": ('<u4', None), 

"I;32B": ('>u4', None), 

"I;32L": ('<u4', None), 

"I;32S": ('<i4', None), 

"I;32BS": ('>i4', None), 

"I;32LS": ('<i4', None), 

} 

 

 

def _conv_type_shape(im): 

typ, extra = _MODE_CONV[im.mode] 

if extra is None: 

return (im.size[1], im.size[0]), typ 

else: 

return (im.size[1], im.size[0], extra), typ 

 

 

MODES = sorted(_MODEINFO) 

 

# raw modes that may be memory mapped. NOTE: if you change this, you 

# may have to modify the stride calculation in map.c too! 

_MAPMODES = ("L", "P", "RGBX", "RGBA", "CMYK", "I;16", "I;16L", "I;16B") 

 

 

def getmodebase(mode): 

""" 

Gets the "base" mode for given mode. This function returns "L" for 

images that contain grayscale data, and "RGB" for images that 

contain color data. 

 

:param mode: Input mode. 

:returns: "L" or "RGB". 

:exception KeyError: If the input mode was not a standard mode. 

""" 

return ImageMode.getmode(mode).basemode 

 

 

def getmodetype(mode): 

""" 

Gets the storage type mode. Given a mode, this function returns a 

single-layer mode suitable for storing individual bands. 

 

:param mode: Input mode. 

:returns: "L", "I", or "F". 

:exception KeyError: If the input mode was not a standard mode. 

""" 

return ImageMode.getmode(mode).basetype 

 

 

def getmodebandnames(mode): 

""" 

Gets a list of individual band names. Given a mode, this function returns 

a tuple containing the names of individual bands (use 

:py:method:`~PIL.Image.getmodetype` to get the mode used to store each 

individual band. 

 

:param mode: Input mode. 

:returns: A tuple containing band names. The length of the tuple 

gives the number of bands in an image of the given mode. 

:exception KeyError: If the input mode was not a standard mode. 

""" 

return ImageMode.getmode(mode).bands 

 

 

def getmodebands(mode): 

""" 

Gets the number of individual bands for this mode. 

 

:param mode: Input mode. 

:returns: The number of bands in this mode. 

:exception KeyError: If the input mode was not a standard mode. 

""" 

return len(ImageMode.getmode(mode).bands) 

 

 

# -------------------------------------------------------------------- 

# Helpers 

 

_initialized = 0 

 

 

def preinit(): 

"""Explicitly load standard file format drivers.""" 

 

global _initialized 

if _initialized >= 1: 

return 

 

try: 

from . import BmpImagePlugin 

assert BmpImagePlugin 

except ImportError: 

pass 

try: 

from . import GifImagePlugin 

assert GifImagePlugin 

except ImportError: 

pass 

try: 

from . import JpegImagePlugin 

assert JpegImagePlugin 

except ImportError: 

pass 

try: 

from . import PpmImagePlugin 

assert PpmImagePlugin 

except ImportError: 

pass 

try: 

from . import PngImagePlugin 

assert PngImagePlugin 

except ImportError: 

pass 

# try: 

# import TiffImagePlugin 

# assert TiffImagePlugin 

# except ImportError: 

# pass 

 

_initialized = 1 

 

 

def init(): 

""" 

Explicitly initializes the Python Imaging Library. This function 

loads all available file format drivers. 

""" 

 

global _initialized 

if _initialized >= 2: 

return 0 

 

for plugin in _plugins: 

try: 

logger.debug("Importing %s", plugin) 

__import__("PIL.%s" % plugin, globals(), locals(), []) 

except ImportError as e: 

logger.debug("Image: failed to import %s: %s", plugin, e) 

 

if OPEN or SAVE: 

_initialized = 2 

return 1 

 

 

# -------------------------------------------------------------------- 

# Codec factories (used by tobytes/frombytes and ImageFile.load) 

 

def _getdecoder(mode, decoder_name, args, extra=()): 

 

# tweak arguments 

if args is None: 

args = () 

elif not isinstance(args, tuple): 

args = (args,) 

 

try: 

decoder = DECODERS[decoder_name] 

return decoder(mode, *args + extra) 

except KeyError: 

pass 

try: 

# get decoder 

decoder = getattr(core, decoder_name + "_decoder") 

return decoder(mode, *args + extra) 

except AttributeError: 

raise IOError("decoder %s not available" % decoder_name) 

 

 

def _getencoder(mode, encoder_name, args, extra=()): 

 

# tweak arguments 

if args is None: 

args = () 

elif not isinstance(args, tuple): 

args = (args,) 

 

try: 

encoder = ENCODERS[encoder_name] 

return encoder(mode, *args + extra) 

except KeyError: 

pass 

try: 

# get encoder 

encoder = getattr(core, encoder_name + "_encoder") 

return encoder(mode, *args + extra) 

except AttributeError: 

raise IOError("encoder %s not available" % encoder_name) 

 

 

# -------------------------------------------------------------------- 

# Simple expression analyzer 

 

def coerce_e(value): 

return value if isinstance(value, _E) else _E(value) 

 

 

class _E(object): 

def __init__(self, data): 

self.data = data 

 

def __add__(self, other): 

return _E((self.data, "__add__", coerce_e(other).data)) 

 

def __mul__(self, other): 

return _E((self.data, "__mul__", coerce_e(other).data)) 

 

 

def _getscaleoffset(expr): 

stub = ["stub"] 

data = expr(_E(stub)).data 

try: 

(a, b, c) = data # simplified syntax 

if (a is stub and b == "__mul__" and isinstance(c, numbers.Number)): 

return c, 0.0 

if a is stub and b == "__add__" and isinstance(c, numbers.Number): 

return 1.0, c 

except TypeError: 

pass 

try: 

((a, b, c), d, e) = data # full syntax 

if (a is stub and b == "__mul__" and isinstance(c, numbers.Number) and 

d == "__add__" and isinstance(e, numbers.Number)): 

return c, e 

except TypeError: 

pass 

raise ValueError("illegal expression") 

 

 

# -------------------------------------------------------------------- 

# Implementation wrapper 

 

class Image(object): 

""" 

This class represents an image object. To create 

:py:class:`~PIL.Image.Image` objects, use the appropriate factory 

functions. There's hardly ever any reason to call the Image constructor 

directly. 

 

* :py:func:`~PIL.Image.open` 

* :py:func:`~PIL.Image.new` 

* :py:func:`~PIL.Image.frombytes` 

""" 

format = None 

format_description = None 

_close_exclusive_fp_after_loading = True 

 

def __init__(self): 

# FIXME: take "new" parameters / other image? 

# FIXME: turn mode and size into delegating properties? 

self.im = None 

self.mode = "" 

self._size = (0, 0) 

self.palette = None 

self.info = {} 

self.category = NORMAL 

self.readonly = 0 

self.pyaccess = None 

 

@property 

def width(self): 

return self.size[0] 

 

@property 

def height(self): 

return self.size[1] 

 

@property 

def size(self): 

return self._size 

 

def _new(self, im): 

new = Image() 

new.im = im 

new.mode = im.mode 

new._size = im.size 

if im.mode in ('P', 'PA'): 

if self.palette: 

new.palette = self.palette.copy() 

else: 

from . import ImagePalette 

new.palette = ImagePalette.ImagePalette() 

new.info = self.info.copy() 

return new 

 

# Context manager support 

def __enter__(self): 

return self 

 

def __exit__(self, *args): 

self.close() 

 

def close(self): 

""" 

Closes the file pointer, if possible. 

 

This operation will destroy the image core and release its memory. 

The image data will be unusable afterward. 

 

This function is only required to close images that have not 

had their file read and closed by the 

:py:meth:`~PIL.Image.Image.load` method. See 

:ref:`file-handling` for more information. 

""" 

try: 

if hasattr(self, "_close__fp"): 

self._close__fp() 

self.fp.close() 

self.fp = None 

except Exception as msg: 

logger.debug("Error closing: %s", msg) 

 

if getattr(self, 'map', None): 

self.map = None 

 

# Instead of simply setting to None, we're setting up a 

# deferred error that will better explain that the core image 

# object is gone. 

self.im = deferred_error(ValueError("Operation on closed image")) 

 

if sys.version_info.major >= 3: 

def __del__(self): 

if hasattr(self, "_close__fp"): 

self._close__fp() 

if (hasattr(self, 'fp') and hasattr(self, '_exclusive_fp') 

and self.fp and self._exclusive_fp): 

self.fp.close() 

self.fp = None 

 

def _copy(self): 

self.load() 

self.im = self.im.copy() 

self.pyaccess = None 

self.readonly = 0 

 

def _ensure_mutable(self): 

if self.readonly: 

self._copy() 

else: 

self.load() 

 

def _dump(self, file=None, format=None, **options): 

import tempfile 

 

suffix = '' 

if format: 

suffix = '.'+format 

 

if not file: 

f, filename = tempfile.mkstemp(suffix) 

os.close(f) 

else: 

filename = file 

if not filename.endswith(suffix): 

filename = filename + suffix 

 

self.load() 

 

if not format or format == "PPM": 

self.im.save_ppm(filename) 

else: 

self.save(filename, format, **options) 

 

return filename 

 

def __eq__(self, other): 

return (isinstance(other, Image) and 

self.__class__.__name__ == other.__class__.__name__ and 

self.mode == other.mode and 

self.size == other.size and 

self.info == other.info and 

self.category == other.category and 

self.readonly == other.readonly and 

self.getpalette() == other.getpalette() and 

self.tobytes() == other.tobytes()) 

 

def __ne__(self, other): 

eq = (self == other) 

return not eq 

 

def __repr__(self): 

return "<%s.%s image mode=%s size=%dx%d at 0x%X>" % ( 

self.__class__.__module__, self.__class__.__name__, 

self.mode, self.size[0], self.size[1], 

id(self) 

) 

 

def _repr_png_(self): 

""" iPython display hook support 

 

:returns: png version of the image as bytes 

""" 

from io import BytesIO 

b = BytesIO() 

self.save(b, 'PNG') 

return b.getvalue() 

 

@property 

def __array_interface__(self): 

# numpy array interface support 

new = {} 

shape, typestr = _conv_type_shape(self) 

new['shape'] = shape 

new['typestr'] = typestr 

new['version'] = 3 

if self.mode == '1': 

# Binary images need to be extended from bits to bytes 

# See: https://github.com/python-pillow/Pillow/issues/350 

new['data'] = self.tobytes('raw', 'L') 

else: 

new['data'] = self.tobytes() 

return new 

 

def __getstate__(self): 

return [ 

self.info, 

self.mode, 

self.size, 

self.getpalette(), 

self.tobytes()] 

 

def __setstate__(self, state): 

Image.__init__(self) 

self.tile = [] 

info, mode, size, palette, data = state 

self.info = info 

self.mode = mode 

self._size = size 

self.im = core.new(mode, size) 

if mode in ("L", "P") and palette: 

self.putpalette(palette) 

self.frombytes(data) 

 

def tobytes(self, encoder_name="raw", *args): 

""" 

Return image as a bytes object. 

 

.. warning:: 

 

This method returns the raw image data from the internal 

storage. For compressed image data (e.g. PNG, JPEG) use 

:meth:`~.save`, with a BytesIO parameter for in-memory 

data. 

 

:param encoder_name: What encoder to use. The default is to 

use the standard "raw" encoder. 

:param args: Extra arguments to the encoder. 

:rtype: A bytes object. 

""" 

 

# may pass tuple instead of argument list 

if len(args) == 1 and isinstance(args[0], tuple): 

args = args[0] 

 

if encoder_name == "raw" and args == (): 

args = self.mode 

 

self.load() 

 

# unpack data 

e = _getencoder(self.mode, encoder_name, args) 

e.setimage(self.im) 

 

bufsize = max(65536, self.size[0] * 4) # see RawEncode.c 

 

data = [] 

while True: 

l, s, d = e.encode(bufsize) 

data.append(d) 

if s: 

break 

if s < 0: 

raise RuntimeError("encoder error %d in tobytes" % s) 

 

return b"".join(data) 

 

def tostring(self, *args, **kw): 

raise NotImplementedError("tostring() has been removed. " 

"Please call tobytes() instead.") 

 

def tobitmap(self, name="image"): 

""" 

Returns the image converted to an X11 bitmap. 

 

.. note:: This method only works for mode "1" images. 

 

:param name: The name prefix to use for the bitmap variables. 

:returns: A string containing an X11 bitmap. 

:raises ValueError: If the mode is not "1" 

""" 

 

self.load() 

if self.mode != "1": 

raise ValueError("not a bitmap") 

data = self.tobytes("xbm") 

return b"".join([ 

("#define %s_width %d\n" % (name, self.size[0])).encode('ascii'), 

("#define %s_height %d\n" % (name, self.size[1])).encode('ascii'), 

("static char %s_bits[] = {\n" % name).encode('ascii'), data, b"};" 

]) 

 

def frombytes(self, data, decoder_name="raw", *args): 

""" 

Loads this image with pixel data from a bytes object. 

 

This method is similar to the :py:func:`~PIL.Image.frombytes` function, 

but loads data into this image instead of creating a new image object. 

""" 

 

# may pass tuple instead of argument list 

if len(args) == 1 and isinstance(args[0], tuple): 

args = args[0] 

 

# default format 

if decoder_name == "raw" and args == (): 

args = self.mode 

 

# unpack data 

d = _getdecoder(self.mode, decoder_name, args) 

d.setimage(self.im) 

s = d.decode(data) 

 

if s[0] >= 0: 

raise ValueError("not enough image data") 

if s[1] != 0: 

raise ValueError("cannot decode image data") 

 

def fromstring(self, *args, **kw): 

raise NotImplementedError("fromstring() has been removed. " 

"Please call frombytes() instead.") 

 

def load(self): 

""" 

Allocates storage for the image and loads the pixel data. In 

normal cases, you don't need to call this method, since the 

Image class automatically loads an opened image when it is 

accessed for the first time. 

 

If the file associated with the image was opened by Pillow, then this 

method will close it. The exception to this is if the image has 

multiple frames, in which case the file will be left open for seek 

operations. See :ref:`file-handling` for more information. 

 

:returns: An image access object. 

:rtype: :ref:`PixelAccess` or :py:class:`PIL.PyAccess` 

""" 

if self.im and self.palette and self.palette.dirty: 

# realize palette 

self.im.putpalette(*self.palette.getdata()) 

self.palette.dirty = 0 

self.palette.mode = "RGB" 

self.palette.rawmode = None 

if "transparency" in self.info: 

if isinstance(self.info["transparency"], int): 

self.im.putpalettealpha(self.info["transparency"], 0) 

else: 

self.im.putpalettealphas(self.info["transparency"]) 

self.palette.mode = "RGBA" 

 

if self.im: 

if cffi and USE_CFFI_ACCESS: 

if self.pyaccess: 

return self.pyaccess 

from . import PyAccess 

self.pyaccess = PyAccess.new(self, self.readonly) 

if self.pyaccess: 

return self.pyaccess 

return self.im.pixel_access(self.readonly) 

 

def verify(self): 

""" 

Verifies the contents of a file. For data read from a file, this 

method attempts to determine if the file is broken, without 

actually decoding the image data. If this method finds any 

problems, it raises suitable exceptions. If you need to load 

the image after using this method, you must reopen the image 

file. 

""" 

pass 

 

def convert(self, mode=None, matrix=None, dither=None, 

palette=WEB, colors=256): 

""" 

Returns a converted copy of this image. For the "P" mode, this 

method translates pixels through the palette. If mode is 

omitted, a mode is chosen so that all information in the image 

and the palette can be represented without a palette. 

 

The current version supports all possible conversions between 

"L", "RGB" and "CMYK." The **matrix** argument only supports "L" 

and "RGB". 

 

When translating a color image to greyscale (mode "L"), 

the library uses the ITU-R 601-2 luma transform:: 

 

L = R * 299/1000 + G * 587/1000 + B * 114/1000 

 

The default method of converting a greyscale ("L") or "RGB" 

image into a bilevel (mode "1") image uses Floyd-Steinberg 

dither to approximate the original image luminosity levels. If 

dither is NONE, all values larger than 128 are set to 255 (white), 

all other values to 0 (black). To use other thresholds, use the 

:py:meth:`~PIL.Image.Image.point` method. 

 

When converting from "RGBA" to "P" without a **matrix** argument, 

this passes the operation to :py:meth:`~PIL.Image.Image.quantize`, 

and **dither** and **palette** are ignored. 

 

:param mode: The requested mode. See: :ref:`concept-modes`. 

:param matrix: An optional conversion matrix. If given, this 

should be 4- or 12-tuple containing floating point values. 

:param dither: Dithering method, used when converting from 

mode "RGB" to "P" or from "RGB" or "L" to "1". 

Available methods are NONE or FLOYDSTEINBERG (default). 

Note that this is not used when **matrix** is supplied. 

:param palette: Palette to use when converting from mode "RGB" 

to "P". Available palettes are WEB or ADAPTIVE. 

:param colors: Number of colors to use for the ADAPTIVE palette. 

Defaults to 256. 

:rtype: :py:class:`~PIL.Image.Image` 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

self.load() 

 

if not mode and self.mode == "P": 

# determine default mode 

if self.palette: 

mode = self.palette.mode 

else: 

mode = "RGB" 

if not mode or (mode == self.mode and not matrix): 

return self.copy() 

 

has_transparency = self.info.get('transparency') is not None 

if matrix: 

# matrix conversion 

if mode not in ("L", "RGB"): 

raise ValueError("illegal conversion") 

im = self.im.convert_matrix(mode, matrix) 

new = self._new(im) 

if has_transparency and self.im.bands == 3: 

transparency = new.info['transparency'] 

 

def convert_transparency(m, v): 

v = m[0]*v[0] + m[1]*v[1] + m[2]*v[2] + m[3]*0.5 

return max(0, min(255, int(v))) 

if mode == "L": 

transparency = convert_transparency(matrix, transparency) 

elif len(mode) == 3: 

transparency = tuple([ 

convert_transparency(matrix[i*4:i*4+4], transparency) 

for i in range(0, len(transparency)) 

]) 

new.info['transparency'] = transparency 

return new 

 

if mode == "P" and self.mode == "RGBA": 

return self.quantize(colors) 

 

trns = None 

delete_trns = False 

# transparency handling 

if has_transparency: 

if self.mode in ('L', 'RGB') and mode == 'RGBA': 

# Use transparent conversion to promote from transparent 

# color to an alpha channel. 

new_im = self._new(self.im.convert_transparent( 

mode, self.info['transparency'])) 

del(new_im.info['transparency']) 

return new_im 

elif self.mode in ('L', 'RGB', 'P') and mode in ('L', 'RGB', 'P'): 

t = self.info['transparency'] 

if isinstance(t, bytes): 

# Dragons. This can't be represented by a single color 

warnings.warn('Palette images with Transparency ' + 

' expressed in bytes should be converted ' + 

'to RGBA images') 

delete_trns = True 

else: 

# get the new transparency color. 

# use existing conversions 

trns_im = Image()._new(core.new(self.mode, (1, 1))) 

if self.mode == 'P': 

trns_im.putpalette(self.palette) 

if isinstance(t, tuple): 

try: 

t = trns_im.palette.getcolor(t) 

except Exception: 

raise ValueError("Couldn't allocate a palette " 

"color for transparency") 

trns_im.putpixel((0, 0), t) 

 

if mode in ('L', 'RGB'): 

trns_im = trns_im.convert(mode) 

else: 

# can't just retrieve the palette number, got to do it 

# after quantization. 

trns_im = trns_im.convert('RGB') 

trns = trns_im.getpixel((0, 0)) 

 

elif self.mode == 'P' and mode == 'RGBA': 

t = self.info['transparency'] 

delete_trns = True 

 

if isinstance(t, bytes): 

self.im.putpalettealphas(t) 

elif isinstance(t, int): 

self.im.putpalettealpha(t, 0) 

else: 

raise ValueError("Transparency for P mode should" + 

" be bytes or int") 

 

if mode == "P" and palette == ADAPTIVE: 

im = self.im.quantize(colors) 

new = self._new(im) 

from . import ImagePalette 

new.palette = ImagePalette.raw("RGB", new.im.getpalette("RGB")) 

if delete_trns: 

# This could possibly happen if we requantize to fewer colors. 

# The transparency would be totally off in that case. 

del(new.info['transparency']) 

if trns is not None: 

try: 

new.info['transparency'] = new.palette.getcolor(trns) 

except Exception: 

# if we can't make a transparent color, don't leave the old 

# transparency hanging around to mess us up. 

del(new.info['transparency']) 

warnings.warn("Couldn't allocate palette entry " + 

"for transparency") 

return new 

 

# colorspace conversion 

if dither is None: 

dither = FLOYDSTEINBERG 

 

try: 

im = self.im.convert(mode, dither) 

except ValueError: 

try: 

# normalize source image and try again 

im = self.im.convert(getmodebase(self.mode)) 

im = im.convert(mode, dither) 

except KeyError: 

raise ValueError("illegal conversion") 

 

new_im = self._new(im) 

if delete_trns: 

# crash fail if we leave a bytes transparency in an rgb/l mode. 

del(new_im.info['transparency']) 

if trns is not None: 

if new_im.mode == 'P': 

try: 

new_im.info['transparency'] = new_im.palette.getcolor(trns) 

except Exception: 

del(new_im.info['transparency']) 

warnings.warn("Couldn't allocate palette entry " + 

"for transparency") 

else: 

new_im.info['transparency'] = trns 

return new_im 

 

def quantize(self, colors=256, method=None, kmeans=0, palette=None): 

""" 

Convert the image to 'P' mode with the specified number 

of colors. 

 

:param colors: The desired number of colors, <= 256 

:param method: 0 = median cut 

1 = maximum coverage 

2 = fast octree 

3 = libimagequant 

:param kmeans: Integer 

:param palette: Quantize to the palette of given 

:py:class:`PIL.Image.Image`. 

:returns: A new image 

 

""" 

 

self.load() 

 

if method is None: 

# defaults: 

method = 0 

if self.mode == 'RGBA': 

method = 2 

 

if self.mode == 'RGBA' and method not in (2, 3): 

# Caller specified an invalid mode. 

raise ValueError( 

'Fast Octree (method == 2) and libimagequant (method == 3) ' + 

'are the only valid methods for quantizing RGBA images') 

 

if palette: 

# use palette from reference image 

palette.load() 

if palette.mode != "P": 

raise ValueError("bad mode for palette image") 

if self.mode != "RGB" and self.mode != "L": 

raise ValueError( 

"only RGB or L mode images can be quantized to a palette" 

) 

im = self.im.convert("P", 1, palette.im) 

return self._new(im) 

 

return self._new(self.im.quantize(colors, method, kmeans)) 

 

def copy(self): 

""" 

Copies this image. Use this method if you wish to paste things 

into an image, but still retain the original. 

 

:rtype: :py:class:`~PIL.Image.Image` 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

self.load() 

return self._new(self.im.copy()) 

 

__copy__ = copy 

 

def crop(self, box=None): 

""" 

Returns a rectangular region from this image. The box is a 

4-tuple defining the left, upper, right, and lower pixel 

coordinate. See :ref:`coordinate-system`. 

 

Note: Prior to Pillow 3.4.0, this was a lazy operation. 

 

:param box: The crop rectangle, as a (left, upper, right, lower)-tuple. 

:rtype: :py:class:`~PIL.Image.Image` 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

if box is None: 

return self.copy() 

 

self.load() 

return self._new(self._crop(self.im, box)) 

 

def _crop(self, im, box): 

""" 

Returns a rectangular region from the core image object im. 

 

This is equivalent to calling im.crop((x0, y0, x1, y1)), but 

includes additional sanity checks. 

 

:param im: a core image object 

:param box: The crop rectangle, as a (left, upper, right, lower)-tuple. 

:returns: A core image object. 

""" 

 

x0, y0, x1, y1 = map(int, map(round, box)) 

 

absolute_values = (abs(x1 - x0), abs(y1 - y0)) 

 

_decompression_bomb_check(absolute_values) 

 

return im.crop((x0, y0, x1, y1)) 

 

def draft(self, mode, size): 

""" 

Configures the image file loader so it returns a version of the 

image that as closely as possible matches the given mode and 

size. For example, you can use this method to convert a color 

JPEG to greyscale while loading it, or to extract a 128x192 

version from a PCD file. 

 

Note that this method modifies the :py:class:`~PIL.Image.Image` object 

in place. If the image has already been loaded, this method has no 

effect. 

 

Note: This method is not implemented for most images. It is 

currently implemented only for JPEG and PCD images. 

 

:param mode: The requested mode. 

:param size: The requested size. 

""" 

pass 

 

def _expand(self, xmargin, ymargin=None): 

if ymargin is None: 

ymargin = xmargin 

self.load() 

return self._new(self.im.expand(xmargin, ymargin, 0)) 

 

def filter(self, filter): 

""" 

Filters this image using the given filter. For a list of 

available filters, see the :py:mod:`~PIL.ImageFilter` module. 

 

:param filter: Filter kernel. 

:returns: An :py:class:`~PIL.Image.Image` object. """ 

 

from . import ImageFilter 

 

self.load() 

 

if isinstance(filter, Callable): 

filter = filter() 

if not hasattr(filter, "filter"): 

raise TypeError("filter argument should be ImageFilter.Filter " + 

"instance or class") 

 

multiband = isinstance(filter, ImageFilter.MultibandFilter) 

if self.im.bands == 1 or multiband: 

return self._new(filter.filter(self.im)) 

 

ims = [] 

for c in range(self.im.bands): 

ims.append(self._new(filter.filter(self.im.getband(c)))) 

return merge(self.mode, ims) 

 

def getbands(self): 

""" 

Returns a tuple containing the name of each band in this image. 

For example, **getbands** on an RGB image returns ("R", "G", "B"). 

 

:returns: A tuple containing band names. 

:rtype: tuple 

""" 

return ImageMode.getmode(self.mode).bands 

 

def getbbox(self): 

""" 

Calculates the bounding box of the non-zero regions in the 

image. 

 

:returns: The bounding box is returned as a 4-tuple defining the 

left, upper, right, and lower pixel coordinate. See 

:ref:`coordinate-system`. If the image is completely empty, this 

method returns None. 

 

""" 

 

self.load() 

return self.im.getbbox() 

 

def getcolors(self, maxcolors=256): 

""" 

Returns a list of colors used in this image. 

 

:param maxcolors: Maximum number of colors. If this number is 

exceeded, this method returns None. The default limit is 

256 colors. 

:returns: An unsorted list of (count, pixel) values. 

""" 

 

self.load() 

if self.mode in ("1", "L", "P"): 

h = self.im.histogram() 

out = [] 

for i in range(256): 

if h[i]: 

out.append((h[i], i)) 

if len(out) > maxcolors: 

return None 

return out 

return self.im.getcolors(maxcolors) 

 

def getdata(self, band=None): 

""" 

Returns the contents of this image as a sequence object 

containing pixel values. The sequence object is flattened, so 

that values for line one follow directly after the values of 

line zero, and so on. 

 

Note that the sequence object returned by this method is an 

internal PIL data type, which only supports certain sequence 

operations. To convert it to an ordinary sequence (e.g. for 

printing), use **list(im.getdata())**. 

 

:param band: What band to return. The default is to return 

all bands. To return a single band, pass in the index 

value (e.g. 0 to get the "R" band from an "RGB" image). 

:returns: A sequence-like object. 

""" 

 

self.load() 

if band is not None: 

return self.im.getband(band) 

return self.im # could be abused 

 

def getextrema(self): 

""" 

Gets the the minimum and maximum pixel values for each band in 

the image. 

 

:returns: For a single-band image, a 2-tuple containing the 

minimum and maximum pixel value. For a multi-band image, 

a tuple containing one 2-tuple for each band. 

""" 

 

self.load() 

if self.im.bands > 1: 

extrema = [] 

for i in range(self.im.bands): 

extrema.append(self.im.getband(i).getextrema()) 

return tuple(extrema) 

return self.im.getextrema() 

 

def getim(self): 

""" 

Returns a capsule that points to the internal image memory. 

 

:returns: A capsule object. 

""" 

 

self.load() 

return self.im.ptr 

 

def getpalette(self): 

""" 

Returns the image palette as a list. 

 

:returns: A list of color values [r, g, b, ...], or None if the 

image has no palette. 

""" 

 

self.load() 

try: 

if py3: 

return list(self.im.getpalette()) 

else: 

return [i8(c) for c in self.im.getpalette()] 

except ValueError: 

return None # no palette 

 

def getpixel(self, xy): 

""" 

Returns the pixel value at a given position. 

 

:param xy: The coordinate, given as (x, y). See 

:ref:`coordinate-system`. 

:returns: The pixel value. If the image is a multi-layer image, 

this method returns a tuple. 

""" 

 

self.load() 

if self.pyaccess: 

return self.pyaccess.getpixel(xy) 

return self.im.getpixel(xy) 

 

def getprojection(self): 

""" 

Get projection to x and y axes 

 

:returns: Two sequences, indicating where there are non-zero 

pixels along the X-axis and the Y-axis, respectively. 

""" 

 

self.load() 

x, y = self.im.getprojection() 

return [i8(c) for c in x], [i8(c) for c in y] 

 

def histogram(self, mask=None, extrema=None): 

""" 

Returns a histogram for the image. The histogram is returned as 

a list of pixel counts, one for each pixel value in the source 

image. If the image has more than one band, the histograms for 

all bands are concatenated (for example, the histogram for an 

"RGB" image contains 768 values). 

 

A bilevel image (mode "1") is treated as a greyscale ("L") image 

by this method. 

 

If a mask is provided, the method returns a histogram for those 

parts of the image where the mask image is non-zero. The mask 

image must have the same size as the image, and be either a 

bi-level image (mode "1") or a greyscale image ("L"). 

 

:param mask: An optional mask. 

:returns: A list containing pixel counts. 

""" 

self.load() 

if mask: 

mask.load() 

return self.im.histogram((0, 0), mask.im) 

if self.mode in ("I", "F"): 

if extrema is None: 

extrema = self.getextrema() 

return self.im.histogram(extrema) 

return self.im.histogram() 

 

def offset(self, xoffset, yoffset=None): 

raise NotImplementedError("offset() has been removed. " 

"Please call ImageChops.offset() instead.") 

 

def paste(self, im, box=None, mask=None): 

""" 

Pastes another image into this image. The box argument is either 

a 2-tuple giving the upper left corner, a 4-tuple defining the 

left, upper, right, and lower pixel coordinate, or None (same as 

(0, 0)). See :ref:`coordinate-system`. If a 4-tuple is given, the size 

of the pasted image must match the size of the region. 

 

If the modes don't match, the pasted image is converted to the mode of 

this image (see the :py:meth:`~PIL.Image.Image.convert` method for 

details). 

 

Instead of an image, the source can be a integer or tuple 

containing pixel values. The method then fills the region 

with the given color. When creating RGB images, you can 

also use color strings as supported by the ImageColor module. 

 

If a mask is given, this method updates only the regions 

indicated by the mask. You can use either "1", "L" or "RGBA" 

images (in the latter case, the alpha band is used as mask). 

Where the mask is 255, the given image is copied as is. Where 

the mask is 0, the current value is preserved. Intermediate 

values will mix the two images together, including their alpha 

channels if they have them. 

 

See :py:meth:`~PIL.Image.Image.alpha_composite` if you want to 

combine images with respect to their alpha channels. 

 

:param im: Source image or pixel value (integer or tuple). 

:param box: An optional 4-tuple giving the region to paste into. 

If a 2-tuple is used instead, it's treated as the upper left 

corner. If omitted or None, the source is pasted into the 

upper left corner. 

 

If an image is given as the second argument and there is no 

third, the box defaults to (0, 0), and the second argument 

is interpreted as a mask image. 

:param mask: An optional mask image. 

""" 

 

if isImageType(box) and mask is None: 

# abbreviated paste(im, mask) syntax 

mask = box 

box = None 

 

if box is None: 

box = (0, 0) 

 

if len(box) == 2: 

# upper left corner given; get size from image or mask 

if isImageType(im): 

size = im.size 

elif isImageType(mask): 

size = mask.size 

else: 

# FIXME: use self.size here? 

raise ValueError( 

"cannot determine region size; use 4-item box" 

) 

box += (box[0]+size[0], box[1]+size[1]) 

 

if isStringType(im): 

from . import ImageColor 

im = ImageColor.getcolor(im, self.mode) 

 

elif isImageType(im): 

im.load() 

if self.mode != im.mode: 

if self.mode != "RGB" or im.mode not in ("RGBA", "RGBa"): 

# should use an adapter for this! 

im = im.convert(self.mode) 

im = im.im 

 

self._ensure_mutable() 

 

if mask: 

mask.load() 

self.im.paste(im, box, mask.im) 

else: 

self.im.paste(im, box) 

 

def alpha_composite(self, im, dest=(0, 0), source=(0, 0)): 

""" 'In-place' analog of Image.alpha_composite. Composites an image 

onto this image. 

 

:param im: image to composite over this one 

:param dest: Optional 2 tuple (left, top) specifying the upper 

left corner in this (destination) image. 

:param source: Optional 2 (left, top) tuple for the upper left 

corner in the overlay source image, or 4 tuple (left, top, right, 

bottom) for the bounds of the source rectangle 

 

Performance Note: Not currently implemented in-place in the core layer. 

""" 

 

if not isinstance(source, (list, tuple)): 

raise ValueError("Source must be a tuple") 

if not isinstance(dest, (list, tuple)): 

raise ValueError("Destination must be a tuple") 

if not len(source) in (2, 4): 

raise ValueError("Source must be a 2 or 4-tuple") 

if not len(dest) == 2: 

raise ValueError("Destination must be a 2-tuple") 

if min(source) < 0: 

raise ValueError("Source must be non-negative") 

if min(dest) < 0: 

raise ValueError("Destination must be non-negative") 

 

if len(source) == 2: 

source = source + im.size 

 

# over image, crop if it's not the whole thing. 

if source == (0, 0) + im.size: 

overlay = im 

else: 

overlay = im.crop(source) 

 

# target for the paste 

box = dest + (dest[0] + overlay.width, dest[1] + overlay.height) 

 

# destination image. don't copy if we're using the whole image. 

if box == (0, 0) + self.size: 

background = self 

else: 

background = self.crop(box) 

 

result = alpha_composite(background, overlay) 

self.paste(result, box) 

 

def point(self, lut, mode=None): 

""" 

Maps this image through a lookup table or function. 

 

:param lut: A lookup table, containing 256 (or 65536 if 

self.mode=="I" and mode == "L") values per band in the 

image. A function can be used instead, it should take a 

single argument. The function is called once for each 

possible pixel value, and the resulting table is applied to 

all bands of the image. 

:param mode: Output mode (default is same as input). In the 

current version, this can only be used if the source image 

has mode "L" or "P", and the output has mode "1" or the 

source image mode is "I" and the output mode is "L". 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

self.load() 

 

if isinstance(lut, ImagePointHandler): 

return lut.point(self) 

 

if callable(lut): 

# if it isn't a list, it should be a function 

if self.mode in ("I", "I;16", "F"): 

# check if the function can be used with point_transform 

# UNDONE wiredfool -- I think this prevents us from ever doing 

# a gamma function point transform on > 8bit images. 

scale, offset = _getscaleoffset(lut) 

return self._new(self.im.point_transform(scale, offset)) 

# for other modes, convert the function to a table 

lut = [lut(i) for i in range(256)] * self.im.bands 

 

if self.mode == "F": 

# FIXME: _imaging returns a confusing error message for this case 

raise ValueError("point operation not supported for this mode") 

 

return self._new(self.im.point(lut, mode)) 

 

def putalpha(self, alpha): 

""" 

Adds or replaces the alpha layer in this image. If the image 

does not have an alpha layer, it's converted to "LA" or "RGBA". 

The new layer must be either "L" or "1". 

 

:param alpha: The new alpha layer. This can either be an "L" or "1" 

image having the same size as this image, or an integer or 

other color value. 

""" 

 

self._ensure_mutable() 

 

if self.mode not in ("LA", "RGBA"): 

# attempt to promote self to a matching alpha mode 

try: 

mode = getmodebase(self.mode) + "A" 

try: 

self.im.setmode(mode) 

except (AttributeError, ValueError): 

# do things the hard way 

im = self.im.convert(mode) 

if im.mode not in ("LA", "RGBA"): 

raise ValueError # sanity check 

self.im = im 

self.pyaccess = None 

self.mode = self.im.mode 

except (KeyError, ValueError): 

raise ValueError("illegal image mode") 

 

if self.mode == "LA": 

band = 1 

else: 

band = 3 

 

if isImageType(alpha): 

# alpha layer 

if alpha.mode not in ("1", "L"): 

raise ValueError("illegal image mode") 

alpha.load() 

if alpha.mode == "1": 

alpha = alpha.convert("L") 

else: 

# constant alpha 

try: 

self.im.fillband(band, alpha) 

except (AttributeError, ValueError): 

# do things the hard way 

alpha = new("L", self.size, alpha) 

else: 

return 

 

self.im.putband(alpha.im, band) 

 

def putdata(self, data, scale=1.0, offset=0.0): 

""" 

Copies pixel data to this image. This method copies data from a 

sequence object into the image, starting at the upper left 

corner (0, 0), and continuing until either the image or the 

sequence ends. The scale and offset values are used to adjust 

the sequence values: **pixel = value*scale + offset**. 

 

:param data: A sequence object. 

:param scale: An optional scale value. The default is 1.0. 

:param offset: An optional offset value. The default is 0.0. 

""" 

 

self._ensure_mutable() 

 

self.im.putdata(data, scale, offset) 

 

def putpalette(self, data, rawmode="RGB"): 

""" 

Attaches a palette to this image. The image must be a "P" or 

"L" image, and the palette sequence must contain 768 integer 

values, where each group of three values represent the red, 

green, and blue values for the corresponding pixel 

index. Instead of an integer sequence, you can use an 8-bit 

string. 

 

:param data: A palette sequence (either a list or a string). 

:param rawmode: The raw mode of the palette. 

""" 

from . import ImagePalette 

 

if self.mode not in ("L", "P"): 

raise ValueError("illegal image mode") 

self.load() 

if isinstance(data, ImagePalette.ImagePalette): 

palette = ImagePalette.raw(data.rawmode, data.palette) 

else: 

if not isinstance(data, bytes): 

if py3: 

data = bytes(data) 

else: 

data = "".join(chr(x) for x in data) 

palette = ImagePalette.raw(rawmode, data) 

self.mode = "P" 

self.palette = palette 

self.palette.mode = "RGB" 

self.load() # install new palette 

 

def putpixel(self, xy, value): 

""" 

Modifies the pixel at the given position. The color is given as 

a single numerical value for single-band images, and a tuple for 

multi-band images. In addition to this, RGB and RGBA tuples are 

accepted for P images. 

 

Note that this method is relatively slow. For more extensive changes, 

use :py:meth:`~PIL.Image.Image.paste` or the :py:mod:`~PIL.ImageDraw` 

module instead. 

 

See: 

 

* :py:meth:`~PIL.Image.Image.paste` 

* :py:meth:`~PIL.Image.Image.putdata` 

* :py:mod:`~PIL.ImageDraw` 

 

:param xy: The pixel coordinate, given as (x, y). See 

:ref:`coordinate-system`. 

:param value: The pixel value. 

""" 

 

if self.readonly: 

self._copy() 

self.load() 

 

if self.pyaccess: 

return self.pyaccess.putpixel(xy, value) 

 

if self.mode == "P" and \ 

isinstance(value, (list, tuple)) and len(value) in [3, 4]: 

# RGB or RGBA value for a P image 

value = self.palette.getcolor(value) 

return self.im.putpixel(xy, value) 

 

def remap_palette(self, dest_map, source_palette=None): 

""" 

Rewrites the image to reorder the palette. 

 

:param dest_map: A list of indexes into the original palette. 

e.g. [1,0] would swap a two item palette, and list(range(255)) 

is the identity transform. 

:param source_palette: Bytes or None. 

:returns: An :py:class:`~PIL.Image.Image` object. 

 

""" 

from . import ImagePalette 

 

if self.mode not in ("L", "P"): 

raise ValueError("illegal image mode") 

 

if source_palette is None: 

if self.mode == "P": 

real_source_palette = self.im.getpalette("RGB")[:768] 

else: # L-mode 

real_source_palette = bytearray(i//3 for i in range(768)) 

else: 

real_source_palette = source_palette 

 

palette_bytes = b"" 

new_positions = [0]*256 

 

# pick only the used colors from the palette 

for i, oldPosition in enumerate(dest_map): 

palette_bytes += real_source_palette[oldPosition*3:oldPosition*3+3] 

new_positions[oldPosition] = i 

 

# replace the palette color id of all pixel with the new id 

 

# Palette images are [0..255], mapped through a 1 or 3 

# byte/color map. We need to remap the whole image 

# from palette 1 to palette 2. New_positions is 

# an array of indexes into palette 1. Palette 2 is 

# palette 1 with any holes removed. 

 

# We're going to leverage the convert mechanism to use the 

# C code to remap the image from palette 1 to palette 2, 

# by forcing the source image into 'L' mode and adding a 

# mapping 'L' mode palette, then converting back to 'L' 

# sans palette thus converting the image bytes, then 

# assigning the optimized RGB palette. 

 

# perf reference, 9500x4000 gif, w/~135 colors 

# 14 sec prepatch, 1 sec postpatch with optimization forced. 

 

mapping_palette = bytearray(new_positions) 

 

m_im = self.copy() 

m_im.mode = 'P' 

 

m_im.palette = ImagePalette.ImagePalette("RGB", 

palette=mapping_palette*3, 

size=768) 

# possibly set palette dirty, then 

# m_im.putpalette(mapping_palette, 'L') # converts to 'P' 

# or just force it. 

# UNDONE -- this is part of the general issue with palettes 

m_im.im.putpalette(*m_im.palette.getdata()) 

 

m_im = m_im.convert('L') 

 

# Internally, we require 768 bytes for a palette. 

new_palette_bytes = (palette_bytes + 

(768 - len(palette_bytes)) * b'\x00') 

m_im.putpalette(new_palette_bytes) 

m_im.palette = ImagePalette.ImagePalette("RGB", 

palette=palette_bytes, 

size=len(palette_bytes)) 

 

return m_im 

 

def resize(self, size, resample=NEAREST, box=None): 

""" 

Returns a resized copy of this image. 

 

:param size: The requested size in pixels, as a 2-tuple: 

(width, height). 

:param resample: An optional resampling filter. This can be 

one of :py:attr:`PIL.Image.NEAREST`, :py:attr:`PIL.Image.BOX`, 

:py:attr:`PIL.Image.BILINEAR`, :py:attr:`PIL.Image.HAMMING`, 

:py:attr:`PIL.Image.BICUBIC` or :py:attr:`PIL.Image.LANCZOS`. 

If omitted, or if the image has mode "1" or "P", it is 

set :py:attr:`PIL.Image.NEAREST`. 

See: :ref:`concept-filters`. 

:param box: An optional 4-tuple of floats giving the region 

of the source image which should be scaled. 

The values should be within (0, 0, width, height) rectangle. 

If omitted or None, the entire source is used. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

if resample not in ( 

NEAREST, BILINEAR, BICUBIC, LANCZOS, BOX, HAMMING, 

): 

raise ValueError("unknown resampling filter") 

 

size = tuple(size) 

 

if box is None: 

box = (0, 0) + self.size 

else: 

box = tuple(box) 

 

if self.size == size and box == (0, 0) + self.size: 

return self.copy() 

 

if self.mode in ("1", "P"): 

resample = NEAREST 

 

if self.mode in ['LA', 'RGBA']: 

im = self.convert(self.mode[:-1]+'a') 

im = im.resize(size, resample, box) 

return im.convert(self.mode) 

 

self.load() 

 

return self._new(self.im.resize(size, resample, box)) 

 

def rotate(self, angle, resample=NEAREST, expand=0, center=None, 

translate=None, fillcolor=None): 

""" 

Returns a rotated copy of this image. This method returns a 

copy of this image, rotated the given number of degrees counter 

clockwise around its centre. 

 

:param angle: In degrees counter clockwise. 

:param resample: An optional resampling filter. This can be 

one of :py:attr:`PIL.Image.NEAREST` (use nearest neighbour), 

:py:attr:`PIL.Image.BILINEAR` (linear interpolation in a 2x2 

environment), or :py:attr:`PIL.Image.BICUBIC` 

(cubic spline interpolation in a 4x4 environment). 

If omitted, or if the image has mode "1" or "P", it is 

set :py:attr:`PIL.Image.NEAREST`. See :ref:`concept-filters`. 

:param expand: Optional expansion flag. If true, expands the output 

image to make it large enough to hold the entire rotated image. 

If false or omitted, make the output image the same size as the 

input image. Note that the expand flag assumes rotation around 

the center and no translation. 

:param center: Optional center of rotation (a 2-tuple). Origin is 

the upper left corner. Default is the center of the image. 

:param translate: An optional post-rotate translation (a 2-tuple). 

:param fillcolor: An optional color for area outside the rotated image. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

angle = angle % 360.0 

 

# Fast paths regardless of filter, as long as we're not 

# translating or changing the center. 

if not (center or translate): 

if angle == 0: 

return self.copy() 

if angle == 180: 

return self.transpose(ROTATE_180) 

if angle == 90 and expand: 

return self.transpose(ROTATE_90) 

if angle == 270 and expand: 

return self.transpose(ROTATE_270) 

 

# Calculate the affine matrix. Note that this is the reverse 

# transformation (from destination image to source) because we 

# want to interpolate the (discrete) destination pixel from 

# the local area around the (floating) source pixel. 

 

# The matrix we actually want (note that it operates from the right): 

# (1, 0, tx) (1, 0, cx) ( cos a, sin a, 0) (1, 0, -cx) 

# (0, 1, ty) * (0, 1, cy) * (-sin a, cos a, 0) * (0, 1, -cy) 

# (0, 0, 1) (0, 0, 1) ( 0, 0, 1) (0, 0, 1) 

 

# The reverse matrix is thus: 

# (1, 0, cx) ( cos -a, sin -a, 0) (1, 0, -cx) (1, 0, -tx) 

# (0, 1, cy) * (-sin -a, cos -a, 0) * (0, 1, -cy) * (0, 1, -ty) 

# (0, 0, 1) ( 0, 0, 1) (0, 0, 1) (0, 0, 1) 

 

# In any case, the final translation may be updated at the end to 

# compensate for the expand flag. 

 

w, h = self.size 

 

if translate is None: 

post_trans = (0, 0) 

else: 

post_trans = translate 

if center is None: 

# FIXME These should be rounded to ints? 

rotn_center = (w / 2.0, h / 2.0) 

else: 

rotn_center = center 

 

angle = - math.radians(angle) 

matrix = [ 

round(math.cos(angle), 15), round(math.sin(angle), 15), 0.0, 

round(-math.sin(angle), 15), round(math.cos(angle), 15), 0.0 

] 

 

def transform(x, y, matrix): 

(a, b, c, d, e, f) = matrix 

return a*x + b*y + c, d*x + e*y + f 

 

matrix[2], matrix[5] = transform(-rotn_center[0] - post_trans[0], 

-rotn_center[1] - post_trans[1], 

matrix) 

matrix[2] += rotn_center[0] 

matrix[5] += rotn_center[1] 

 

if expand: 

# calculate output size 

xx = [] 

yy = [] 

for x, y in ((0, 0), (w, 0), (w, h), (0, h)): 

x, y = transform(x, y, matrix) 

xx.append(x) 

yy.append(y) 

nw = int(math.ceil(max(xx)) - math.floor(min(xx))) 

nh = int(math.ceil(max(yy)) - math.floor(min(yy))) 

 

# We multiply a translation matrix from the right. Because of its 

# special form, this is the same as taking the image of the 

# translation vector as new translation vector. 

matrix[2], matrix[5] = transform(-(nw - w) / 2.0, 

-(nh - h) / 2.0, 

matrix) 

w, h = nw, nh 

 

return self.transform((w, h), AFFINE, matrix, resample, 

fillcolor=fillcolor) 

 

def save(self, fp, format=None, **params): 

""" 

Saves this image under the given filename. If no format is 

specified, the format to use is determined from the filename 

extension, if possible. 

 

Keyword options can be used to provide additional instructions 

to the writer. If a writer doesn't recognise an option, it is 

silently ignored. The available options are described in the 

:doc:`image format documentation 

<../handbook/image-file-formats>` for each writer. 

 

You can use a file object instead of a filename. In this case, 

you must always specify the format. The file object must 

implement the ``seek``, ``tell``, and ``write`` 

methods, and be opened in binary mode. 

 

:param fp: A filename (string), pathlib.Path object or file object. 

:param format: Optional format override. If omitted, the 

format to use is determined from the filename extension. 

If a file object was used instead of a filename, this 

parameter should always be used. 

:param params: Extra parameters to the image writer. 

:returns: None 

:exception ValueError: If the output format could not be determined 

from the file name. Use the format option to solve this. 

:exception IOError: If the file could not be written. The file 

may have been created, and may contain partial data. 

""" 

 

filename = "" 

open_fp = False 

if isPath(fp): 

filename = fp 

open_fp = True 

elif HAS_PATHLIB and isinstance(fp, Path): 

filename = str(fp) 

open_fp = True 

if not filename and hasattr(fp, "name") and isPath(fp.name): 

# only set the name for metadata purposes 

filename = fp.name 

 

# may mutate self! 

self.load() 

 

save_all = params.pop('save_all', False) 

self.encoderinfo = params 

self.encoderconfig = () 

 

preinit() 

 

ext = os.path.splitext(filename)[1].lower() 

 

if not format: 

if ext not in EXTENSION: 

init() 

try: 

format = EXTENSION[ext] 

except KeyError: 

raise ValueError('unknown file extension: {}'.format(ext)) 

 

if format.upper() not in SAVE: 

init() 

if save_all: 

save_handler = SAVE_ALL[format.upper()] 

else: 

save_handler = SAVE[format.upper()] 

 

if open_fp: 

if params.get('append', False): 

fp = builtins.open(filename, "r+b") 

else: 

# Open also for reading ("+"), because TIFF save_all 

# writer needs to go back and edit the written data. 

fp = builtins.open(filename, "w+b") 

 

try: 

save_handler(self, fp, filename) 

finally: 

# do what we can to clean up 

if open_fp: 

fp.close() 

 

def seek(self, frame): 

""" 

Seeks to the given frame in this sequence file. If you seek 

beyond the end of the sequence, the method raises an 

**EOFError** exception. When a sequence file is opened, the 

library automatically seeks to frame 0. 

 

Note that in the current version of the library, most sequence 

formats only allows you to seek to the next frame. 

 

See :py:meth:`~PIL.Image.Image.tell`. 

 

:param frame: Frame number, starting at 0. 

:exception EOFError: If the call attempts to seek beyond the end 

of the sequence. 

""" 

 

# overridden by file handlers 

if frame != 0: 

raise EOFError 

 

def show(self, title=None, command=None): 

""" 

Displays this image. This method is mainly intended for 

debugging purposes. 

 

On Unix platforms, this method saves the image to a temporary 

PPM file, and calls either the **xv** utility or the **display** 

utility, depending on which one can be found. 

 

On macOS, this method saves the image to a temporary BMP file, and 

opens it with the native Preview application. 

 

On Windows, it saves the image to a temporary BMP file, and uses 

the standard BMP display utility to show it (usually Paint). 

 

:param title: Optional title to use for the image window, 

where possible. 

:param command: command used to show the image 

""" 

 

_show(self, title=title, command=command) 

 

def split(self): 

""" 

Split this image into individual bands. This method returns a 

tuple of individual image bands from an image. For example, 

splitting an "RGB" image creates three new images each 

containing a copy of one of the original bands (red, green, 

blue). 

 

If you need only one band, :py:meth:`~PIL.Image.Image.getchannel` 

method can be more convenient and faster. 

 

:returns: A tuple containing bands. 

""" 

 

self.load() 

if self.im.bands == 1: 

ims = [self.copy()] 

else: 

ims = map(self._new, self.im.split()) 

return tuple(ims) 

 

def getchannel(self, channel): 

""" 

Returns an image containing a single channel of the source image. 

 

:param channel: What channel to return. Could be index 

(0 for "R" channel of "RGB") or channel name 

("A" for alpha channel of "RGBA"). 

:returns: An image in "L" mode. 

 

.. versionadded:: 4.3.0 

""" 

self.load() 

 

if isStringType(channel): 

try: 

channel = self.getbands().index(channel) 

except ValueError: 

raise ValueError( 

'The image has no channel "{}"'.format(channel)) 

 

return self._new(self.im.getband(channel)) 

 

def tell(self): 

""" 

Returns the current frame number. See :py:meth:`~PIL.Image.Image.seek`. 

 

:returns: Frame number, starting with 0. 

""" 

return 0 

 

def thumbnail(self, size, resample=BICUBIC): 

""" 

Make this image into a thumbnail. This method modifies the 

image to contain a thumbnail version of itself, no larger than 

the given size. This method calculates an appropriate thumbnail 

size to preserve the aspect of the image, calls the 

:py:meth:`~PIL.Image.Image.draft` method to configure the file reader 

(where applicable), and finally resizes the image. 

 

Note that this function modifies the :py:class:`~PIL.Image.Image` 

object in place. If you need to use the full resolution image as well, 

apply this method to a :py:meth:`~PIL.Image.Image.copy` of the original 

image. 

 

:param size: Requested size. 

:param resample: Optional resampling filter. This can be one 

of :py:attr:`PIL.Image.NEAREST`, :py:attr:`PIL.Image.BILINEAR`, 

:py:attr:`PIL.Image.BICUBIC`, or :py:attr:`PIL.Image.LANCZOS`. 

If omitted, it defaults to :py:attr:`PIL.Image.BICUBIC`. 

(was :py:attr:`PIL.Image.NEAREST` prior to version 2.5.0) 

:returns: None 

""" 

 

# preserve aspect ratio 

x, y = self.size 

if x > size[0]: 

y = int(max(y * size[0] / x, 1)) 

x = int(size[0]) 

if y > size[1]: 

x = int(max(x * size[1] / y, 1)) 

y = int(size[1]) 

size = x, y 

 

if size == self.size: 

return 

 

self.draft(None, size) 

 

im = self.resize(size, resample) 

 

self.im = im.im 

self.mode = im.mode 

self._size = size 

 

self.readonly = 0 

self.pyaccess = None 

 

# FIXME: the different transform methods need further explanation 

# instead of bloating the method docs, add a separate chapter. 

def transform(self, size, method, data=None, resample=NEAREST, 

fill=1, fillcolor=None): 

""" 

Transforms this image. This method creates a new image with the 

given size, and the same mode as the original, and copies data 

to the new image using the given transform. 

 

:param size: The output size. 

:param method: The transformation method. This is one of 

:py:attr:`PIL.Image.EXTENT` (cut out a rectangular subregion), 

:py:attr:`PIL.Image.AFFINE` (affine transform), 

:py:attr:`PIL.Image.PERSPECTIVE` (perspective transform), 

:py:attr:`PIL.Image.QUAD` (map a quadrilateral to a rectangle), or 

:py:attr:`PIL.Image.MESH` (map a number of source quadrilaterals 

in one operation). 

 

It may also be an :py:class:`~PIL.Image.ImageTransformHandler` 

object:: 

class Example(Image.ImageTransformHandler): 

def transform(size, method, data, resample, fill=1): 

# Return result 

 

It may also be an object with a :py:meth:`~method.getdata` method 

that returns a tuple supplying new **method** and **data** values:: 

class Example(object): 

def getdata(self): 

method = Image.EXTENT 

data = (0, 0, 100, 100) 

return method, data 

:param data: Extra data to the transformation method. 

:param resample: Optional resampling filter. It can be one of 

:py:attr:`PIL.Image.NEAREST` (use nearest neighbour), 

:py:attr:`PIL.Image.BILINEAR` (linear interpolation in a 2x2 

environment), or :py:attr:`PIL.Image.BICUBIC` (cubic spline 

interpolation in a 4x4 environment). If omitted, or if the image 

has mode "1" or "P", it is set to :py:attr:`PIL.Image.NEAREST`. 

:param fill: If **method** is an 

:py:class:`~PIL.Image.ImageTransformHandler` object, this is one of 

the arguments passed to it. Otherwise, it is unused. 

:param fillcolor: Optional fill color for the area outside the 

transform in the output image. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

if self.mode == 'LA': 

return self.convert('La').transform( 

size, method, data, resample, fill, fillcolor).convert('LA') 

 

if self.mode == 'RGBA': 

return self.convert('RGBa').transform( 

size, method, data, resample, fill, fillcolor).convert('RGBA') 

 

if isinstance(method, ImageTransformHandler): 

return method.transform(size, self, resample=resample, fill=fill) 

 

if hasattr(method, "getdata"): 

# compatibility w. old-style transform objects 

method, data = method.getdata() 

 

if data is None: 

raise ValueError("missing method data") 

 

im = new(self.mode, size, fillcolor) 

if method == MESH: 

# list of quads 

for box, quad in data: 

im.__transformer(box, self, QUAD, quad, resample, 

fillcolor is None) 

else: 

im.__transformer((0, 0)+size, self, method, data, 

resample, fillcolor is None) 

 

return im 

 

def __transformer(self, box, image, method, data, 

resample=NEAREST, fill=1): 

w = box[2] - box[0] 

h = box[3] - box[1] 

 

if method == AFFINE: 

data = data[0:6] 

 

elif method == EXTENT: 

# convert extent to an affine transform 

x0, y0, x1, y1 = data 

xs = float(x1 - x0) / w 

ys = float(y1 - y0) / h 

method = AFFINE 

data = (xs, 0, x0, 0, ys, y0) 

 

elif method == PERSPECTIVE: 

data = data[0:8] 

 

elif method == QUAD: 

# quadrilateral warp. data specifies the four corners 

# given as NW, SW, SE, and NE. 

nw = data[0:2] 

sw = data[2:4] 

se = data[4:6] 

ne = data[6:8] 

x0, y0 = nw 

As = 1.0 / w 

At = 1.0 / h 

data = (x0, (ne[0]-x0)*As, (sw[0]-x0)*At, 

(se[0]-sw[0]-ne[0]+x0)*As*At, 

y0, (ne[1]-y0)*As, (sw[1]-y0)*At, 

(se[1]-sw[1]-ne[1]+y0)*As*At) 

 

else: 

raise ValueError("unknown transformation method") 

 

if resample not in (NEAREST, BILINEAR, BICUBIC): 

raise ValueError("unknown resampling filter") 

 

image.load() 

 

self.load() 

 

if image.mode in ("1", "P"): 

resample = NEAREST 

 

self.im.transform2(box, image.im, method, data, resample, fill) 

 

def transpose(self, method): 

""" 

Transpose image (flip or rotate in 90 degree steps) 

 

:param method: One of :py:attr:`PIL.Image.FLIP_LEFT_RIGHT`, 

:py:attr:`PIL.Image.FLIP_TOP_BOTTOM`, :py:attr:`PIL.Image.ROTATE_90`, 

:py:attr:`PIL.Image.ROTATE_180`, :py:attr:`PIL.Image.ROTATE_270`, 

:py:attr:`PIL.Image.TRANSPOSE` or :py:attr:`PIL.Image.TRANSVERSE`. 

:returns: Returns a flipped or rotated copy of this image. 

""" 

 

self.load() 

return self._new(self.im.transpose(method)) 

 

def effect_spread(self, distance): 

""" 

Randomly spread pixels in an image. 

 

:param distance: Distance to spread pixels. 

""" 

self.load() 

return self._new(self.im.effect_spread(distance)) 

 

def toqimage(self): 

"""Returns a QImage copy of this image""" 

from . import ImageQt 

if not ImageQt.qt_is_installed: 

raise ImportError("Qt bindings are not installed") 

return ImageQt.toqimage(self) 

 

def toqpixmap(self): 

"""Returns a QPixmap copy of this image""" 

from . import ImageQt 

if not ImageQt.qt_is_installed: 

raise ImportError("Qt bindings are not installed") 

return ImageQt.toqpixmap(self) 

 

 

# -------------------------------------------------------------------- 

# Abstract handlers. 

 

class ImagePointHandler(object): 

# used as a mixin by point transforms (for use with im.point) 

pass 

 

 

class ImageTransformHandler(object): 

# used as a mixin by geometry transforms (for use with im.transform) 

pass 

 

 

# -------------------------------------------------------------------- 

# Factories 

 

# 

# Debugging 

 

def _wedge(): 

"""Create greyscale wedge (for debugging only)""" 

 

return Image()._new(core.wedge("L")) 

 

 

def _check_size(size): 

""" 

Common check to enforce type and sanity check on size tuples 

 

:param size: Should be a 2 tuple of (width, height) 

:returns: True, or raises a ValueError 

""" 

 

if not isinstance(size, (list, tuple)): 

raise ValueError("Size must be a tuple") 

if len(size) != 2: 

raise ValueError("Size must be a tuple of length 2") 

if size[0] < 0 or size[1] < 0: 

raise ValueError("Width and height must be >= 0") 

 

return True 

 

 

def new(mode, size, color=0): 

""" 

Creates a new image with the given mode and size. 

 

:param mode: The mode to use for the new image. See: 

:ref:`concept-modes`. 

:param size: A 2-tuple, containing (width, height) in pixels. 

:param color: What color to use for the image. Default is black. 

If given, this should be a single integer or floating point value 

for single-band modes, and a tuple for multi-band modes (one value 

per band). When creating RGB images, you can also use color 

strings as supported by the ImageColor module. If the color is 

None, the image is not initialised. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

_check_size(size) 

 

if color is None: 

# don't initialize 

return Image()._new(core.new(mode, size)) 

 

if isStringType(color): 

# css3-style specifier 

 

from . import ImageColor 

color = ImageColor.getcolor(color, mode) 

 

return Image()._new(core.fill(mode, size, color)) 

 

 

def frombytes(mode, size, data, decoder_name="raw", *args): 

""" 

Creates a copy of an image memory from pixel data in a buffer. 

 

In its simplest form, this function takes three arguments 

(mode, size, and unpacked pixel data). 

 

You can also use any pixel decoder supported by PIL. For more 

information on available decoders, see the section 

:ref:`Writing Your Own File Decoder <file-decoders>`. 

 

Note that this function decodes pixel data only, not entire images. 

If you have an entire image in a string, wrap it in a 

:py:class:`~io.BytesIO` object, and use :py:func:`~PIL.Image.open` to load 

it. 

 

:param mode: The image mode. See: :ref:`concept-modes`. 

:param size: The image size. 

:param data: A byte buffer containing raw data for the given mode. 

:param decoder_name: What decoder to use. 

:param args: Additional parameters for the given decoder. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

_check_size(size) 

 

# may pass tuple instead of argument list 

if len(args) == 1 and isinstance(args[0], tuple): 

args = args[0] 

 

if decoder_name == "raw" and args == (): 

args = mode 

 

im = new(mode, size) 

im.frombytes(data, decoder_name, args) 

return im 

 

 

def fromstring(*args, **kw): 

raise NotImplementedError("fromstring() has been removed. " + 

"Please call frombytes() instead.") 

 

 

def frombuffer(mode, size, data, decoder_name="raw", *args): 

""" 

Creates an image memory referencing pixel data in a byte buffer. 

 

This function is similar to :py:func:`~PIL.Image.frombytes`, but uses data 

in the byte buffer, where possible. This means that changes to the 

original buffer object are reflected in this image). Not all modes can 

share memory; supported modes include "L", "RGBX", "RGBA", and "CMYK". 

 

Note that this function decodes pixel data only, not entire images. 

If you have an entire image file in a string, wrap it in a 

**BytesIO** object, and use :py:func:`~PIL.Image.open` to load it. 

 

In the current version, the default parameters used for the "raw" decoder 

differs from that used for :py:func:`~PIL.Image.frombytes`. This is a 

bug, and will probably be fixed in a future release. The current release 

issues a warning if you do this; to disable the warning, you should provide 

the full set of parameters. See below for details. 

 

:param mode: The image mode. See: :ref:`concept-modes`. 

:param size: The image size. 

:param data: A bytes or other buffer object containing raw 

data for the given mode. 

:param decoder_name: What decoder to use. 

:param args: Additional parameters for the given decoder. For the 

default encoder ("raw"), it's recommended that you provide the 

full set of parameters:: 

 

frombuffer(mode, size, data, "raw", mode, 0, 1) 

 

:returns: An :py:class:`~PIL.Image.Image` object. 

 

.. versionadded:: 1.1.4 

""" 

 

_check_size(size) 

 

# may pass tuple instead of argument list 

if len(args) == 1 and isinstance(args[0], tuple): 

args = args[0] 

 

if decoder_name == "raw": 

if args == (): 

warnings.warn( 

"the frombuffer defaults may change in a future release; " 

"for portability, change the call to read:\n" 

" frombuffer(mode, size, data, 'raw', mode, 0, 1)", 

RuntimeWarning, stacklevel=2 

) 

args = mode, 0, -1 # may change to (mode, 0, 1) post-1.1.6 

if args[0] in _MAPMODES: 

im = new(mode, (1, 1)) 

im = im._new( 

core.map_buffer(data, size, decoder_name, None, 0, args) 

) 

im.readonly = 1 

return im 

 

return frombytes(mode, size, data, decoder_name, args) 

 

 

def fromarray(obj, mode=None): 

""" 

Creates an image memory from an object exporting the array interface 

(using the buffer protocol). 

 

If **obj** is not contiguous, then the tobytes method is called 

and :py:func:`~PIL.Image.frombuffer` is used. 

 

If you have an image in NumPy:: 

 

from PIL import Image 

import numpy as np 

im = Image.open('hopper.jpg') 

a = np.asarray(im) 

 

Then this can be used to convert it to a Pillow image:: 

 

im = Image.fromarray(a) 

 

:param obj: Object with array interface 

:param mode: Mode to use (will be determined from type if None) 

See: :ref:`concept-modes`. 

:returns: An image object. 

 

.. versionadded:: 1.1.6 

""" 

arr = obj.__array_interface__ 

shape = arr['shape'] 

ndim = len(shape) 

strides = arr.get('strides', None) 

if mode is None: 

try: 

typekey = (1, 1) + shape[2:], arr['typestr'] 

mode, rawmode = _fromarray_typemap[typekey] 

except KeyError: 

raise TypeError("Cannot handle this data type") 

else: 

rawmode = mode 

if mode in ["1", "L", "I", "P", "F"]: 

ndmax = 2 

elif mode == "RGB": 

ndmax = 3 

else: 

ndmax = 4 

if ndim > ndmax: 

raise ValueError("Too many dimensions: %d > %d." % (ndim, ndmax)) 

 

size = shape[1], shape[0] 

if strides is not None: 

if hasattr(obj, 'tobytes'): 

obj = obj.tobytes() 

else: 

obj = obj.tostring() 

 

return frombuffer(mode, size, obj, "raw", rawmode, 0, 1) 

 

 

def fromqimage(im): 

"""Creates an image instance from a QImage image""" 

from . import ImageQt 

if not ImageQt.qt_is_installed: 

raise ImportError("Qt bindings are not installed") 

return ImageQt.fromqimage(im) 

 

 

def fromqpixmap(im): 

"""Creates an image instance from a QPixmap image""" 

from . import ImageQt 

if not ImageQt.qt_is_installed: 

raise ImportError("Qt bindings are not installed") 

return ImageQt.fromqpixmap(im) 

 

 

_fromarray_typemap = { 

# (shape, typestr) => mode, rawmode 

# first two members of shape are set to one 

((1, 1), "|b1"): ("1", "1;8"), 

((1, 1), "|u1"): ("L", "L"), 

((1, 1), "|i1"): ("I", "I;8"), 

((1, 1), "<u2"): ("I", "I;16"), 

((1, 1), ">u2"): ("I", "I;16B"), 

((1, 1), "<i2"): ("I", "I;16S"), 

((1, 1), ">i2"): ("I", "I;16BS"), 

((1, 1), "<u4"): ("I", "I;32"), 

((1, 1), ">u4"): ("I", "I;32B"), 

((1, 1), "<i4"): ("I", "I;32S"), 

((1, 1), ">i4"): ("I", "I;32BS"), 

((1, 1), "<f4"): ("F", "F;32F"), 

((1, 1), ">f4"): ("F", "F;32BF"), 

((1, 1), "<f8"): ("F", "F;64F"), 

((1, 1), ">f8"): ("F", "F;64BF"), 

((1, 1, 2), "|u1"): ("LA", "LA"), 

((1, 1, 3), "|u1"): ("RGB", "RGB"), 

((1, 1, 4), "|u1"): ("RGBA", "RGBA"), 

} 

 

# shortcuts 

_fromarray_typemap[((1, 1), _ENDIAN + "i4")] = ("I", "I") 

_fromarray_typemap[((1, 1), _ENDIAN + "f4")] = ("F", "F") 

 

 

def _decompression_bomb_check(size): 

if MAX_IMAGE_PIXELS is None: 

return 

 

pixels = size[0] * size[1] 

 

if pixels > 2 * MAX_IMAGE_PIXELS: 

raise DecompressionBombError( 

"Image size (%d pixels) exceeds limit of %d pixels, " 

"could be decompression bomb DOS attack." % 

(pixels, 2 * MAX_IMAGE_PIXELS)) 

 

if pixels > MAX_IMAGE_PIXELS: 

warnings.warn( 

"Image size (%d pixels) exceeds limit of %d pixels, " 

"could be decompression bomb DOS attack." % 

(pixels, MAX_IMAGE_PIXELS), 

DecompressionBombWarning) 

 

 

def open(fp, mode="r"): 

""" 

Opens and identifies the given image file. 

 

This is a lazy operation; this function identifies the file, but 

the file remains open and the actual image data is not read from 

the file until you try to process the data (or call the 

:py:meth:`~PIL.Image.Image.load` method). See 

:py:func:`~PIL.Image.new`. See :ref:`file-handling`. 

 

:param fp: A filename (string), pathlib.Path object or a file object. 

The file object must implement :py:meth:`~file.read`, 

:py:meth:`~file.seek`, and :py:meth:`~file.tell` methods, 

and be opened in binary mode. 

:param mode: The mode. If given, this argument must be "r". 

:returns: An :py:class:`~PIL.Image.Image` object. 

:exception IOError: If the file cannot be found, or the image cannot be 

opened and identified. 

""" 

 

if mode != "r": 

raise ValueError("bad mode %r" % mode) 

 

exclusive_fp = False 

filename = "" 

if isPath(fp): 

filename = fp 

elif HAS_PATHLIB and isinstance(fp, Path): 

filename = str(fp.resolve()) 

 

if filename: 

fp = builtins.open(filename, "rb") 

exclusive_fp = True 

 

try: 

fp.seek(0) 

except (AttributeError, io.UnsupportedOperation): 

fp = io.BytesIO(fp.read()) 

exclusive_fp = True 

 

prefix = fp.read(16) 

 

preinit() 

 

accept_warnings = [] 

 

def _open_core(fp, filename, prefix): 

for i in ID: 

try: 

factory, accept = OPEN[i] 

result = not accept or accept(prefix) 

if type(result) in [str, bytes]: 

accept_warnings.append(result) 

elif result: 

fp.seek(0) 

im = factory(fp, filename) 

_decompression_bomb_check(im.size) 

return im 

except (SyntaxError, IndexError, TypeError, struct.error): 

# Leave disabled by default, spams the logs with image 

# opening failures that are entirely expected. 

# logger.debug("", exc_info=True) 

continue 

except Exception: 

if exclusive_fp: 

fp.close() 

raise 

return None 

 

im = _open_core(fp, filename, prefix) 

 

if im is None: 

if init(): 

im = _open_core(fp, filename, prefix) 

 

if im: 

im._exclusive_fp = exclusive_fp 

return im 

 

if exclusive_fp: 

fp.close() 

for message in accept_warnings: 

warnings.warn(message) 

raise IOError("cannot identify image file %r" 

% (filename if filename else fp)) 

 

# 

# Image processing. 

 

 

def alpha_composite(im1, im2): 

""" 

Alpha composite im2 over im1. 

 

:param im1: The first image. Must have mode RGBA. 

:param im2: The second image. Must have mode RGBA, and the same size as 

the first image. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

im1.load() 

im2.load() 

return im1._new(core.alpha_composite(im1.im, im2.im)) 

 

 

def blend(im1, im2, alpha): 

""" 

Creates a new image by interpolating between two input images, using 

a constant alpha.:: 

 

out = image1 * (1.0 - alpha) + image2 * alpha 

 

:param im1: The first image. 

:param im2: The second image. Must have the same mode and size as 

the first image. 

:param alpha: The interpolation alpha factor. If alpha is 0.0, a 

copy of the first image is returned. If alpha is 1.0, a copy of 

the second image is returned. There are no restrictions on the 

alpha value. If necessary, the result is clipped to fit into 

the allowed output range. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

im1.load() 

im2.load() 

return im1._new(core.blend(im1.im, im2.im, alpha)) 

 

 

def composite(image1, image2, mask): 

""" 

Create composite image by blending images using a transparency mask. 

 

:param image1: The first image. 

:param image2: The second image. Must have the same mode and 

size as the first image. 

:param mask: A mask image. This image can have mode 

"1", "L", or "RGBA", and must have the same size as the 

other two images. 

""" 

 

image = image2.copy() 

image.paste(image1, None, mask) 

return image 

 

 

def eval(image, *args): 

""" 

Applies the function (which should take one argument) to each pixel 

in the given image. If the image has more than one band, the same 

function is applied to each band. Note that the function is 

evaluated once for each possible pixel value, so you cannot use 

random components or other generators. 

 

:param image: The input image. 

:param function: A function object, taking one integer argument. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

return image.point(args[0]) 

 

 

def merge(mode, bands): 

""" 

Merge a set of single band images into a new multiband image. 

 

:param mode: The mode to use for the output image. See: 

:ref:`concept-modes`. 

:param bands: A sequence containing one single-band image for 

each band in the output image. All bands must have the 

same size. 

:returns: An :py:class:`~PIL.Image.Image` object. 

""" 

 

if getmodebands(mode) != len(bands) or "*" in mode: 

raise ValueError("wrong number of bands") 

for band in bands[1:]: 

if band.mode != getmodetype(mode): 

raise ValueError("mode mismatch") 

if band.size != bands[0].size: 

raise ValueError("size mismatch") 

for band in bands: 

band.load() 

return bands[0]._new(core.merge(mode, *[b.im for b in bands])) 

 

 

# -------------------------------------------------------------------- 

# Plugin registry 

 

def register_open(id, factory, accept=None): 

""" 

Register an image file plugin. This function should not be used 

in application code. 

 

:param id: An image format identifier. 

:param factory: An image file factory method. 

:param accept: An optional function that can be used to quickly 

reject images having another format. 

""" 

id = id.upper() 

ID.append(id) 

OPEN[id] = factory, accept 

 

 

def register_mime(id, mimetype): 

""" 

Registers an image MIME type. This function should not be used 

in application code. 

 

:param id: An image format identifier. 

:param mimetype: The image MIME type for this format. 

""" 

MIME[id.upper()] = mimetype 

 

 

def register_save(id, driver): 

""" 

Registers an image save function. This function should not be 

used in application code. 

 

:param id: An image format identifier. 

:param driver: A function to save images in this format. 

""" 

SAVE[id.upper()] = driver 

 

 

def register_save_all(id, driver): 

""" 

Registers an image function to save all the frames 

of a multiframe format. This function should not be 

used in application code. 

 

:param id: An image format identifier. 

:param driver: A function to save images in this format. 

""" 

SAVE_ALL[id.upper()] = driver 

 

 

def register_extension(id, extension): 

""" 

Registers an image extension. This function should not be 

used in application code. 

 

:param id: An image format identifier. 

:param extension: An extension used for this format. 

""" 

EXTENSION[extension.lower()] = id.upper() 

 

 

def register_extensions(id, extensions): 

""" 

Registers image extensions. This function should not be 

used in application code. 

 

:param id: An image format identifier. 

:param extensions: A list of extensions used for this format. 

""" 

for extension in extensions: 

register_extension(id, extension) 

 

 

def registered_extensions(): 

""" 

Returns a dictionary containing all file extensions belonging 

to registered plugins 

""" 

if not EXTENSION: 

init() 

return EXTENSION 

 

 

def register_decoder(name, decoder): 

""" 

Registers an image decoder. This function should not be 

used in application code. 

 

:param name: The name of the decoder 

:param decoder: A callable(mode, args) that returns an 

ImageFile.PyDecoder object 

 

.. versionadded:: 4.1.0 

""" 

DECODERS[name] = decoder 

 

 

def register_encoder(name, encoder): 

""" 

Registers an image encoder. This function should not be 

used in application code. 

 

:param name: The name of the encoder 

:param encoder: A callable(mode, args) that returns an 

ImageFile.PyEncoder object 

 

.. versionadded:: 4.1.0 

""" 

ENCODERS[name] = encoder 

 

 

# -------------------------------------------------------------------- 

# Simple display support. User code may override this. 

 

def _show(image, **options): 

# override me, as necessary 

_showxv(image, **options) 

 

 

def _showxv(image, title=None, **options): 

from . import ImageShow 

ImageShow.show(image, title, **options) 

 

 

# -------------------------------------------------------------------- 

# Effects 

 

def effect_mandelbrot(size, extent, quality): 

""" 

Generate a Mandelbrot set covering the given extent. 

 

:param size: The requested size in pixels, as a 2-tuple: 

(width, height). 

:param extent: The extent to cover, as a 4-tuple: 

(x0, y0, x1, y2). 

:param quality: Quality. 

""" 

return Image()._new(core.effect_mandelbrot(size, extent, quality)) 

 

 

def effect_noise(size, sigma): 

""" 

Generate Gaussian noise centered around 128. 

 

:param size: The requested size in pixels, as a 2-tuple: 

(width, height). 

:param sigma: Standard deviation of noise. 

""" 

return Image()._new(core.effect_noise(size, sigma)) 

 

 

def linear_gradient(mode): 

""" 

Generate 256x256 linear gradient from black to white, top to bottom. 

 

:param mode: Input mode. 

""" 

return Image()._new(core.linear_gradient(mode)) 

 

 

def radial_gradient(mode): 

""" 

Generate 256x256 radial gradient from black to white, centre to edge. 

 

:param mode: Input mode. 

""" 

return Image()._new(core.radial_gradient(mode)) 

 

 

# -------------------------------------------------------------------- 

# Resources 

 

def _apply_env_variables(env=None): 

if env is None: 

env = os.environ 

 

for var_name, setter in [ 

('PILLOW_ALIGNMENT', core.set_alignment), 

('PILLOW_BLOCK_SIZE', core.set_block_size), 

('PILLOW_BLOCKS_MAX', core.set_blocks_max), 

]: 

if var_name not in env: 

continue 

 

var = env[var_name].lower() 

 

units = 1 

for postfix, mul in [('k', 1024), ('m', 1024*1024)]: 

if var.endswith(postfix): 

units = mul 

var = var[:-len(postfix)] 

 

try: 

var = int(var) * units 

except ValueError: 

warnings.warn("{0} is not int".format(var_name)) 

continue 

 

try: 

setter(var) 

except ValueError as e: 

warnings.warn("{0}: {1}".format(var_name, e)) 

 

 

_apply_env_variables() 

atexit.register(core.clear_cache)