

'''simple docstring'''



import copy
import random

from transformers import CLIPTokenizer



class 				_snake_case					(   a_			):

  def __init__(				self      , *_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE	):





      '''simple docstring'''

      super().__init__(*_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE	)
      lowerCAmelCase 						=							{}

  def   _SCREAMING_SNAKE_CASE				(				self      , _SCREAMING_SNAKE_CASE      , *_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE	):





      '''simple docstring'''

      lowerCAmelCase 						=							super().add_tokens(_SCREAMING_SNAKE_CASE      , *_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE	)
      if num_added_tokens == 0:
          raise ValueError(
              F'The tokenizer already contains the token {placeholder_token}. Please pass a different'
              ' `placeholder_token` that is not already in the tokenizer.'	)

  def   _SCREAMING_SNAKE_CASE				(				self      , _SCREAMING_SNAKE_CASE      , *_SCREAMING_SNAKE_CASE      , _SCREAMING_SNAKE_CASE=1      , **_SCREAMING_SNAKE_CASE	):





      '''simple docstring'''

      lowerCAmelCase 						=							[]
      if num_vec_per_token == 1:
          self.try_adding_tokens(_SCREAMING_SNAKE_CASE      , *_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE	)
          output.append(_SCREAMING_SNAKE_CASE	)
      else:
          lowerCAmelCase 						=							[]
          for i in range(_SCREAMING_SNAKE_CASE	):
              lowerCAmelCase 						=							placeholder_token + F'_{i}'
              self.try_adding_tokens(_SCREAMING_SNAKE_CASE      , *_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE	)
              output.append(_SCREAMING_SNAKE_CASE	)
        # handle cases where there is a new placeholder token that contains the current placeholder token but is larger
      for token in self.token_map:
          if token in placeholder_token:
              raise ValueError(
                  F'The tokenizer already has placeholder token {token} that can get confused with'
                  F' {placeholder_token}keep placeholder tokens independent'	)
      lowerCAmelCase 						=							output

  def   _SCREAMING_SNAKE_CASE				(				self      , _SCREAMING_SNAKE_CASE      , _SCREAMING_SNAKE_CASE=False      , _SCREAMING_SNAKE_CASE=1.0	):





      '''simple docstring'''

      if isinstance(_SCREAMING_SNAKE_CASE      , _SCREAMING_SNAKE_CASE	):
          lowerCAmelCase 						=							[]
          for i in range(len(_SCREAMING_SNAKE_CASE	)	):
              output.append(self.replace_placeholder_tokens_in_text(text[i]      , vector_shuffle=_SCREAMING_SNAKE_CASE	)	)
          return output
      for placeholder_token in self.token_map:
          if placeholder_token in text:
              lowerCAmelCase 						=							self.token_map[placeholder_token]
              lowerCAmelCase 						=							tokens[: 1 + int(len(_SCREAMING_SNAKE_CASE	) * prop_tokens_to_load	)]
              if vector_shuffle:
                  lowerCAmelCase 						=							copy.copy(_SCREAMING_SNAKE_CASE	)
                  random.shuffle(_SCREAMING_SNAKE_CASE	)
              lowerCAmelCase 						=							text.replace(_SCREAMING_SNAKE_CASE      , ' '.join(_SCREAMING_SNAKE_CASE	)	)
      return text

  def __call__(				self      , _SCREAMING_SNAKE_CASE      , *_SCREAMING_SNAKE_CASE      , _SCREAMING_SNAKE_CASE=False      , _SCREAMING_SNAKE_CASE=1.0      , **_SCREAMING_SNAKE_CASE	):





      '''simple docstring'''

      return super().__call__(
          self.replace_placeholder_tokens_in_text(
              _SCREAMING_SNAKE_CASE      , vector_shuffle=_SCREAMING_SNAKE_CASE      , prop_tokens_to_load=_SCREAMING_SNAKE_CASE	)      , *_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE      , )


  def   _SCREAMING_SNAKE_CASE				(				self      , _SCREAMING_SNAKE_CASE      , *_SCREAMING_SNAKE_CASE      , _SCREAMING_SNAKE_CASE=False      , _SCREAMING_SNAKE_CASE=1.0      , **_SCREAMING_SNAKE_CASE	):





      '''simple docstring'''

      return super().encode(
          self.replace_placeholder_tokens_in_text(
              _SCREAMING_SNAKE_CASE      , vector_shuffle=_SCREAMING_SNAKE_CASE      , prop_tokens_to_load=_SCREAMING_SNAKE_CASE	)      , *_SCREAMING_SNAKE_CASE      , **_SCREAMING_SNAKE_CASE      , )








'''simple docstring'''



import colorsys

from PIL import Image  # type: ignore


def       snake_case   (	snake_case      : float					,		snake_case      : float					,		snake_case      : int			) ->  float:


    """simple docstring"""


    lowerCAmelCase 						=							x
    lowerCAmelCase 						=							y
    for step in range(snake_case			):  # noqa: B007
        lowerCAmelCase 						=							a * a - b * b + x
        lowerCAmelCase 						=							2 * a * b + y
        lowerCAmelCase 						=							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       snake_case   (	snake_case      : float			) ->  tuple:


    """simple docstring"""


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


def       snake_case   (	snake_case      : float			) ->  tuple:


    """simple docstring"""


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


def       snake_case   (	snake_case      : int = 800					,		snake_case      : int = 600					,		snake_case      : float = -0.6					,		snake_case      : float = 0					,		snake_case      : float = 3.2					,		snake_case      : int = 50					,		snake_case      : bool = True					,		) ->  Image.Image:


    """simple docstring"""


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

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

            lowerCAmelCase 						=							get_distance(snake_case					,		snake_case					,		snake_case			)

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

    return img


if __name__ == "__main__":
     import doctest

     doctest.testmod()

     # colored version, full figure
     _UpperCamelCase						:  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()





