import colorsys

from PIL import Image  # type: ignore




def       __lowerCAmelCase      (						A_   : Tuple						,	A_   : Optional[Any]						,	A_   : List[str]					)    ->  int:
  __UpperCAmelCase						    =       x
  __UpperCAmelCase						    =       y
  for step in range(UpperCAmelCase__					):  # noqa: B007
    __UpperCAmelCase						    =       a * a - b * b + x
    __UpperCAmelCase						    =       2 * a * b + y
    __UpperCAmelCase						    =       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       __lowerCAmelCase      (						A_   : Dict					)    ->  List[Any]:






  if distance == 1:
    return (0, 0, 0)
  else:
    return (2_55, 2_55, 2_55)




def       __lowerCAmelCase      (						A_   : Union[str, Any]					)    ->  str:






  if distance == 1:
    return (0, 0, 0)
  else:
    return tuple(round(i * 2_55					) for i in colorsys.hsv_to_rgb(UpperCAmelCase__						,	1						,	1					)					)




def       __lowerCAmelCase      (						A_   : List[Any] = 8_00						,	A_   : List[str] = 6_00						,	A_   : Dict = -0.6						,	A_   : Union[str, Any] = 0						,	A_   : int = 3.2						,	A_   : List[Any] = 50						,	A_   : Optional[Any] = True						,	)    ->  Tuple:
  __UpperCAmelCase						    =       Image.new("RGB"						,	(image_width, image_height)					)
  __UpperCAmelCase						    =       img.load()

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

      __UpperCAmelCase						    =       get_distance(UpperCAmelCase__						,	UpperCAmelCase__						,	UpperCAmelCase__					)

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

  return img


if __name__ == "__main__":
    import doctest

    doctest.testmod()

    # colored version, full figure
    a_							=      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()




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


a_							=      logging.get_logger(__name__)

a_							=      {
    """facebook/vit-mae-base""": """https://huggingface.co/facebook/vit-mae-base/resolve/main/config.json""",
    # See all ViT MAE models at https://huggingface.co/models?filter=vit-mae
}


class 			UpperCAmelCase__    (		snake_case					):



  """simple docstring"""






  lowerCAmelCase__		:	Dict    		= 'vit_mae'






  def __init__(				self:			List[Any]				,				__lowerCAmelCase:			Any=768				,				__lowerCAmelCase:			List[str]=12				,				__lowerCAmelCase:			Optional[int]=12				,				__lowerCAmelCase:			Tuple=3_072				,				__lowerCAmelCase:			List[Any]="gelu"				,				__lowerCAmelCase:			Dict=0.0				,				__lowerCAmelCase:			Tuple=0.0				,				__lowerCAmelCase:			Any=0.02				,				__lowerCAmelCase:			List[Any]=1E-12				,				__lowerCAmelCase:			List[str]=224				,				__lowerCAmelCase:			Optional[Any]=16				,				__lowerCAmelCase:			Union[str, Any]=3				,				__lowerCAmelCase:			Tuple=True				,				__lowerCAmelCase:			Union[str, Any]=16				,				__lowerCAmelCase:			Optional[int]=512				,				__lowerCAmelCase:			int=8				,				__lowerCAmelCase:			int=2_048				,				__lowerCAmelCase:			str=0.75				,				__lowerCAmelCase:			Union[str, Any]=False				,				**__lowerCAmelCase:			List[Any]				,				) -> Optional[int]:




    '''simple docstring'''




    super().__init__(**__lowerCAmelCase   )

    __UpperCAmelCase						    =       hidden_size
    __UpperCAmelCase						    =       num_hidden_layers
    __UpperCAmelCase						    =       num_attention_heads
    __UpperCAmelCase						    =       intermediate_size
    __UpperCAmelCase						    =       hidden_act
    __UpperCAmelCase						    =       hidden_dropout_prob
    __UpperCAmelCase						    =       attention_probs_dropout_prob
    __UpperCAmelCase						    =       initializer_range
    __UpperCAmelCase						    =       layer_norm_eps
    __UpperCAmelCase						    =       image_size
    __UpperCAmelCase						    =       patch_size
    __UpperCAmelCase						    =       num_channels
    __UpperCAmelCase						    =       qkv_bias
    __UpperCAmelCase						    =       decoder_num_attention_heads
    __UpperCAmelCase						    =       decoder_hidden_size
    __UpperCAmelCase						    =       decoder_num_hidden_layers
    __UpperCAmelCase						    =       decoder_intermediate_size
    __UpperCAmelCase						    =       mask_ratio
    __UpperCAmelCase						    =       norm_pix_loss



