"""simple docstring"""






import colorsys

from PIL import Image  # type: ignore


def     UpperCAmelCase__ (       lowerCAmelCase__  :float      ,	lowerCAmelCase__  :float      ,	lowerCAmelCase__  :int	)				->					float:
      '''simple docstring'''


      lowercase														=			x
      lowercase														=			y
      for step in range(lowerCAmelCase__	):  # 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     UpperCAmelCase__ (       lowerCAmelCase__  :float	)				->					tuple:
      '''simple docstring'''


      if distance == 1:
            return (0, 0, 0)
      else:
            return (2_5_5, 2_5_5, 2_5_5)


def     UpperCAmelCase__ (       lowerCAmelCase__  :float	)				->					tuple:
      '''simple docstring'''


      if distance == 1:
            return (0, 0, 0)
      else:
            return tuple(round(i * 2_5_5	) for i in colorsys.hsv_to_rgb(lowerCAmelCase__      ,	1      ,	1	)	)


def     UpperCAmelCase__ (       lowerCAmelCase__  :int = 8_0_0      ,	lowerCAmelCase__  :int = 6_0_0      ,	lowerCAmelCase__  :float = -0.6      ,	lowerCAmelCase__  :float = 0      ,	lowerCAmelCase__  :float = 3.2      ,	lowerCAmelCase__  :int = 5_0      ,	lowerCAmelCase__  :bool = True      ,	)				->					Image.Image:
      '''simple docstring'''


      lowercase														=			Image.new("""RGB"""      ,	(image_width, image_height)	)
      lowercase														=			img.load()

      # loop through the image-coordinates
      for image_x in range(lowerCAmelCase__	):
            for image_y in range(lowerCAmelCase__	):
                  # 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(lowerCAmelCase__      ,	lowerCAmelCase__      ,	lowerCAmelCase__	)

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

      return img


if __name__ == "__main__":
       import doctest

       doctest.testmod()

       # colored version, full figure
       __lowerCAmelCase					: Dict        =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()







"""simple docstring"""






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


__lowerCAmelCase					: Any        =logging.get_logger(__name__)

__lowerCAmelCase					: Union[str, Any]        ={
    """facebook/timesformer""": """https://huggingface.co/facebook/timesformer/resolve/main/config.json""",
}





class 				_A		( lowerCAmelCase			):
      snake_case__    :     Optional[Any]													=			'timesformer'

      def __init__(		self	, __lowerCAmelCase=224	, __lowerCAmelCase=16	, __lowerCAmelCase=3	, __lowerCAmelCase=8	, __lowerCAmelCase=768	, __lowerCAmelCase=12	, __lowerCAmelCase=12	, __lowerCAmelCase=3072	, __lowerCAmelCase="gelu"	, __lowerCAmelCase=0.0	, __lowerCAmelCase=0.0	, __lowerCAmelCase=0.0_2	, __lowerCAmelCase=1E-6	, __lowerCAmelCase=True	, __lowerCAmelCase="divided_space_time"	, __lowerCAmelCase=0	, **__lowerCAmelCase	, ):







            """simple docstring"""



            super().__init__(**__lowerCAmelCase		)

            lowercase														=			image_size
            lowercase														=			patch_size
            lowercase														=			num_channels
            lowercase														=			num_frames

            lowercase														=			hidden_size
            lowercase														=			num_hidden_layers
            lowercase														=			num_attention_heads
            lowercase														=			intermediate_size
            lowercase														=			hidden_act
            lowercase														=			hidden_dropout_prob
            lowercase														=			attention_probs_dropout_prob
            lowercase														=			initializer_range
            lowercase														=			layer_norm_eps
            lowercase														=			qkv_bias

            lowercase														=			attention_type
            lowercase														=			drop_path_rate



