






'''simple docstring'''




import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowerCamelCase_												=					logging.get_logger(__name__)

class    _UpperCAmelCase			(     snake_case_						):




   """simple docstring"""

   snake_case    				=						'''encoder-decoder'''
   snake_case    				=						True

   def __init__(		self :	Optional[int]      ,      **__UpperCAmelCase :	Any		):





         '''simple docstring'''





         super().__init__(**__UpperCAmelCase		)
         assert (
             "encoder" in kwargs and "decoder" in kwargs
         ), "Config has to be initialized with encoder and decoder config"
         _A			     =	kwargs.pop("encoder"		)
         _A			     =	encoder_config.pop("model_type"		)
         _A			     =	kwargs.pop("decoder"		)
         _A			     =	decoder_config.pop("model_type"		)

         from ..auto.configuration_auto import AutoConfig

         _A			     =	AutoConfig.for_model(__UpperCAmelCase      ,      **__UpperCAmelCase		)
         _A			     =	AutoConfig.for_model(__UpperCAmelCase      ,      **__UpperCAmelCase		)
         _A			     =	True

   @classmethod
   def 						lowerCAmelCase (		cls :	str      ,      __UpperCAmelCase :	PretrainedConfig      ,      __UpperCAmelCase :	PretrainedConfig      ,      **__UpperCAmelCase :	str		):





         '''simple docstring'''





         logger.info("Set `config.is_decoder=True` and `config.add_cross_attention=True` for decoder_config"		)
         _A			     =	True
         _A			     =	True

         return cls(encoder=encoder_config.to_dict()      ,      decoder=decoder_config.to_dict()      ,      **__UpperCAmelCase		)

   def 						lowerCAmelCase (		self :	List[Any]		):





         '''simple docstring'''





         _A			     =	copy.deepcopy(self.__dict__		)
         _A			     =	self.encoder.to_dict()
         _A			     =	self.decoder.to_dict()
         _A			     =	self.__class__.model_type
         return output








'''simple docstring'''






import colorsys

from PIL import Image  # type: ignore


def 		_A     (    A__     ,				A__     ,				A__      ):






 """simple docstring"""



 __lowercase							  = x
 __lowercase							  = y
 for step in range(A__      ):  # noqa: B007
  __lowercase							  = a * a - b * b + x
  __lowercase							  = 2 * a * b + y
  __lowercase							  = a_new

  # divergence happens for all complex number with an absolute value
  # greater than 4
  if a * a + b * b > 4:
   break
 return step / (max_step - 1)


def 		_A     (    A__      ):






 """simple docstring"""



 if distance == 1:
  return (0, 0, 0)
 else:
  return (255, 255, 255)


def 		_A     (    A__      ):






 """simple docstring"""



 if distance == 1:
  return (0, 0, 0)
 else:
  return tuple(round(i * 255      ) for i in colorsys.hsv_to_rgb(A__     ,				1     ,				1      )      )


def 		_A     (    A__ = 800     ,				A__ = 600     ,				A__ = -0.6     ,				A__ = 0     ,				A__ = 3.2     ,				A__ = 50     ,				A__ = True     ,				):






 """simple docstring"""



 __lowercase							  = Image.new('''RGB'''     ,				(image_width, image_height)      )
 __lowercase							  = img.load()

 # loop through the image-coordinates
 for image_x in range(A__      ):
  for image_y in range(A__      ):
   # determine the figure-coordinates based on the image-coordinates
   __lowercase							  = figure_width / image_width * image_height
   __lowercase							  = figure_center_x + (image_x / image_width - 0.5) * figure_width
   __lowercase							  = figure_center_y + (image_y / image_height - 0.5) * figure_height

   __lowercase							  = get_distance(A__     ,				A__     ,				A__      )

   # color the corresponding pixel based on the selected coloring-function
   if use_distance_color_coding:
    __lowercase							  = get_color_coded_rgb(A__      )
   else:
    __lowercase							  = get_black_and_white_rgb(A__      )

 return img


if __name__ == "__main__":
 import doctest

 doctest.testmod()

 # colored version, full figure
 lowerCAmelCase__											=	get_image()

 # uncomment for colored version, different section, zoomed in
 # img = get_image(figure_center_x = -0.6, figure_center_y = -0.4,
 # figure_width = 0.8)

 # uncomment for black and white version, full figure
 # img = get_image(use_distance_color_coding = False)

 # uncomment to save the image
 # img.save("mandelbrot.png")

 img.show()

