'''simple docstring'''

from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


A_     :						Dict    							=logging.get_logger(__name__)

A_     :						Any    							={
    '''facebook/xmod-base''': '''https://huggingface.co/facebook/xmod-base/resolve/main/config.json''',
    '''facebook/xmod-large-prenorm''': '''https://huggingface.co/facebook/xmod-large-prenorm/resolve/main/config.json''',
    '''facebook/xmod-base-13-125k''': '''https://huggingface.co/facebook/xmod-base-13-125k/resolve/main/config.json''',
    '''facebook/xmod-base-30-125k''': '''https://huggingface.co/facebook/xmod-base-30-125k/resolve/main/config.json''',
    '''facebook/xmod-base-30-195k''': '''https://huggingface.co/facebook/xmod-base-30-195k/resolve/main/config.json''',
    '''facebook/xmod-base-60-125k''': '''https://huggingface.co/facebook/xmod-base-60-125k/resolve/main/config.json''',
    '''facebook/xmod-base-60-265k''': '''https://huggingface.co/facebook/xmod-base-60-265k/resolve/main/config.json''',
    '''facebook/xmod-base-75-125k''': '''https://huggingface.co/facebook/xmod-base-75-125k/resolve/main/config.json''',
    '''facebook/xmod-base-75-269k''': '''https://huggingface.co/facebook/xmod-base-75-269k/resolve/main/config.json''',
}


class     __UpperCAmelCase       ( __a		):
  __A :				Optional[Any]											= 'xmod'





  def __init__(	self    ,     _lowerCamelCase=3_0522    ,     _lowerCamelCase=768    ,     _lowerCamelCase=12    ,     _lowerCamelCase=12    ,     _lowerCamelCase=3072    ,     _lowerCamelCase="gelu"    ,     _lowerCamelCase=0.1    ,     _lowerCamelCase=0.1    ,     _lowerCamelCase=512    ,     _lowerCamelCase=2    ,     _lowerCamelCase=0.02    ,     _lowerCamelCase=1E-12    ,     _lowerCamelCase=1    ,     _lowerCamelCase=0    ,     _lowerCamelCase=2    ,     _lowerCamelCase="absolute"    ,     _lowerCamelCase=True    ,     _lowerCamelCase=None    ,     _lowerCamelCase=False    ,     _lowerCamelCase=2    ,     _lowerCamelCase=False    ,     _lowerCamelCase=True    ,     _lowerCamelCase=True    ,     _lowerCamelCase=("en_XX",)    ,     _lowerCamelCase=None    ,     **_lowerCamelCase    ,     ):
     super().__init__(pad_token_id=_lowerCamelCase    ,     bos_token_id=_lowerCamelCase    ,     eos_token_id=_lowerCamelCase    ,     **_lowerCamelCase )

     lowerCAmelCase_			=      vocab_size
     lowerCAmelCase_			=      hidden_size
     lowerCAmelCase_			=      num_hidden_layers
     lowerCAmelCase_			=      num_attention_heads
     lowerCAmelCase_			=      hidden_act
     lowerCAmelCase_			=      intermediate_size
     lowerCAmelCase_			=      hidden_dropout_prob
     lowerCAmelCase_			=      attention_probs_dropout_prob
     lowerCAmelCase_			=      max_position_embeddings
     lowerCAmelCase_			=      type_vocab_size
     lowerCAmelCase_			=      initializer_range
     lowerCAmelCase_			=      layer_norm_eps
     lowerCAmelCase_			=      position_embedding_type
     lowerCAmelCase_			=      use_cache
     lowerCAmelCase_			=      classifier_dropout
     lowerCAmelCase_			=      pre_norm
     lowerCAmelCase_			=      adapter_reduction_factor
     lowerCAmelCase_			=      adapter_layer_norm
     lowerCAmelCase_			=      adapter_reuse_layer_norm
     lowerCAmelCase_			=      ln_before_adapter
     lowerCAmelCase_			=      list(_lowerCamelCase )
     lowerCAmelCase_			=      default_language






class     __UpperCAmelCase       ( __a		):





  @property
  def 						UpperCAmelCase_	(	self ):
     if self.task == "multiple-choice":
        lowerCAmelCase_			=      {0: '''batch''', 1: '''choice''', 2: '''sequence'''}
     else:
        lowerCAmelCase_			=      {0: '''batch''', 1: '''sequence'''}
     return OrderedDict(
         [
             ('''input_ids''', dynamic_axis),
             ('''attention_mask''', dynamic_axis),
         ] )






'''simple docstring'''

import colorsys

from PIL import Image  # type: ignore



def snake_case_      (					__snake_case  :							float	,   __snake_case  :							float	,   __snake_case  :							int)			->					float:
   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:
   if distance == 1:
      return (0, 0, 0)
   else:
      return (255, 255, 255)



def snake_case_      (					__snake_case  :							float)			->					tuple:
   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:
   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
 A_     :						List[str]    							=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()





