code: 
  
  
  
  
  
  '''simple docstring'''
  
  from ...configuration_utils import PretrainedConfig
  from ...utils import is_detectrona_available, logging
  
  
  lowercase_			       =				logging.get_logger(__name__)
  
  lowercase_			       =				{
      """layoutlmv2-base-uncased""": """https://huggingface.co/microsoft/layoutlmv2-base-uncased/resolve/main/config.json""",
      """layoutlmv2-large-uncased""": """https://huggingface.co/microsoft/layoutlmv2-large-uncased/resolve/main/config.json""",
      # See all LayoutLMv2 models at https://huggingface.co/models?filter=layoutlmv2
  }
  
  # soft dependency
  if is_detectrona_available():
         import detectrona
  
  
  class       a_  (       __UpperCAmelCase ):
  
      '''simple docstring'''
      UpperCamelCase									=				"""layoutlmv2"""
  
  
      def __init__(	self				,	A=3_0522				,	A=768				,	A=12				,	A=12				,	A=3072				,	A="gelu"				,	A=0.1				,	A=0.1				,	A=512				,	A=2				,	A=0.02				,	A=1e-12				,	A=0				,	A=1024				,	A=128				,	A=32				,	A=True				,	A=256				,	A=64				,	A=True				,	A=[7, 7, 256]				,	A=128				,	A=128				,	A=True				,	A=True				,	A=False				,	A=None				,	**A				,	)	->     Dict:
          super().__init__(
              vocab_size=lowerCamelCase__				,	hidden_size=lowerCamelCase__				,	num_hidden_layers=lowerCamelCase__				,	num_attention_heads=lowerCamelCase__				,	intermediate_size=lowerCamelCase__				,	hidden_act=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__				,	pad_token_id=lowerCamelCase__				,	**lowerCamelCase__				,	)
          _SCREAMING_SNAKE_CASE             =    max_ad_position_embeddings
          _SCREAMING_SNAKE_CASE             =    max_rel_pos
          _SCREAMING_SNAKE_CASE             =    rel_pos_bins
          _SCREAMING_SNAKE_CASE             =    fast_qkv
          _SCREAMING_SNAKE_CASE             =    max_rel_ad_pos
          _SCREAMING_SNAKE_CASE             =    rel_ad_pos_bins
          _SCREAMING_SNAKE_CASE             =    convert_sync_batchnorm
          _SCREAMING_SNAKE_CASE             =    image_feature_pool_shape
          _SCREAMING_SNAKE_CASE             =    coordinate_size
          _SCREAMING_SNAKE_CASE             =    shape_size
          _SCREAMING_SNAKE_CASE             =    has_relative_attention_bias
          _SCREAMING_SNAKE_CASE             =    has_spatial_attention_bias
          _SCREAMING_SNAKE_CASE             =    has_visual_segment_embedding
          _SCREAMING_SNAKE_CASE             =    (
              detectrona_config_args if detectrona_config_args is not None else self.get_default_detectrona_config()
          )
  
  
      @classmethod
      def     snake_case_(	self )	->     Union[str, Any]:
          return {
              "MODEL.MASK_ON": True,
              "MODEL.PIXEL_STD": [57.375, 57.120, 58.395],
              "MODEL.BACKBONE.NAME": "build_resnet_fpn_backbone",
              "MODEL.FPN.IN_FEATURES": ["res2", "res3", "res4", "res5"],
              "MODEL.ANCHOR_GENERATOR.SIZES": [[32], [64], [128], [256], [512]],
              "MODEL.RPN.IN_FEATURES": ["p2", "p3", "p4", "p5", "p6"],
              "MODEL.RPN.PRE_NMS_TOPK_TRAIN": 2000,
              "MODEL.RPN.PRE_NMS_TOPK_TEST": 1000,
              "MODEL.RPN.POST_NMS_TOPK_TRAIN": 1000,
              "MODEL.POST_NMS_TOPK_TEST": 1000,
              "MODEL.ROI_HEADS.NAME": "StandardROIHeads",
              "MODEL.ROI_HEADS.NUM_CLASSES": 5,
              "MODEL.ROI_HEADS.IN_FEATURES": ["p2", "p3", "p4", "p5"],
              "MODEL.ROI_BOX_HEAD.NAME": "FastRCNNConvFCHead",
              "MODEL.ROI_BOX_HEAD.NUM_FC": 2,
              "MODEL.ROI_BOX_HEAD.POOLER_RESOLUTION": 14,
              "MODEL.ROI_MASK_HEAD.NAME": "MaskRCNNConvUpsampleHead",
              "MODEL.ROI_MASK_HEAD.NUM_CONV": 4,
              "MODEL.ROI_MASK_HEAD.POOLER_RESOLUTION": 7,
              "MODEL.RESNETS.DEPTH": 101,
              "MODEL.RESNETS.SIZES": [[32], [64], [128], [256], [512]],
              "MODEL.RESNETS.ASPECT_RATIOS": [[0.5, 1.0, 2.0]],
              "MODEL.RESNETS.OUT_FEATURES": ["res2", "res3", "res4", "res5"],
              "MODEL.RESNETS.NUM_GROUPS": 32,
              "MODEL.RESNETS.WIDTH_PER_GROUP": 8,
              "MODEL.RESNETS.STRIDE_IN_1X1": False,
          }
  
  
  
  
  
      def     snake_case_(	self )	->     List[str]:
          _SCREAMING_SNAKE_CASE             =    detectrona.config.get_cfg()
          for k, v in self.detectrona_config_args.items():
              _SCREAMING_SNAKE_CASE             =    k.split(""".""" )
              _SCREAMING_SNAKE_CASE             =    detectrona_config
              for attribute in attributes[:-1]:
                  _SCREAMING_SNAKE_CASE             =    getattr(lowerCamelCase__				,	lowerCamelCase__ )
              setattr(lowerCamelCase__				,	attributes[-1]				,	lowerCamelCase__ )
  
          return detectrona_config
  
  
  
  
style_context: 
  
  
  
  
  
  '''simple docstring'''
  
  def lowerCamelCase		(  __lowerCamelCase				:					float      , __lowerCamelCase				:					float      , __lowerCamelCase				:					float					)		->list[int]:
      if hue < 0 or hue > 360:
          raise Exception("""hue should be between 0 and 360"""					)
  
      if saturation < 0 or saturation > 1:
          raise Exception("""saturation should be between 0 and 1"""					)
  
      if value < 0 or value > 1:
          raise Exception("""value should be between 0 and 1"""					)
  
      _SCREAMING_SNAKE_CASE             =    value * saturation
      _SCREAMING_SNAKE_CASE             =    hue / 60
      _SCREAMING_SNAKE_CASE             =    chroma * (1 - abs(hue_section % 2 - 1					))
      _SCREAMING_SNAKE_CASE             =    value - chroma
  
      if hue_section >= 0 and hue_section <= 1:
          _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
      elif hue_section > 1 and hue_section <= 2:
          _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
      elif hue_section > 2 and hue_section <= 3:
          _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
      elif hue_section > 3 and hue_section <= 4:
          _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
      elif hue_section > 4 and hue_section <= 5:
          _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
      else:
          _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
          _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
  
      return [red, green, blue]
  
  
  
  
  
  def lowerCamelCase		(  __lowerCamelCase				:					int      , __lowerCamelCase				:					int      , __lowerCamelCase				:					int					)		->list[float]:
      if red < 0 or red > 255:
          raise Exception("""red should be between 0 and 255"""					)
  
      if green < 0 or green > 255:
          raise Exception("""green should be between 0 and 255"""					)
  
      if blue < 0 or blue > 255:
          raise Exception("""blue should be between 0 and 255"""					)
  
      _SCREAMING_SNAKE_CASE             =    red / 255
      _SCREAMING_SNAKE_CASE             =    green / 255
      _SCREAMING_SNAKE_CASE             =    blue / 255
      _SCREAMING_SNAKE_CASE             =    max(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					)
      _SCREAMING_SNAKE_CASE             =    value - min(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					)
      _SCREAMING_SNAKE_CASE             =    0 if value == 0 else chroma / value
  
      if chroma == 0:
          _SCREAMING_SNAKE_CASE             =    0.0
      elif value == float_red:
          _SCREAMING_SNAKE_CASE             =    60 * (0 + (float_green - float_blue) / chroma)
      elif value == float_green:
          _SCREAMING_SNAKE_CASE             =    60 * (2 + (float_blue - float_red) / chroma)
      else:
          _SCREAMING_SNAKE_CASE             =    60 * (4 + (float_red - float_green) / chroma)
  
      _SCREAMING_SNAKE_CASE             =    (hue + 360) % 360
  
      return [hue, saturation, value]
  
  
  
  
  
  
  def lowerCamelCase		(  __lowerCamelCase				:					list[float]      , __lowerCamelCase				:					list[float]					)		->bool:
      _SCREAMING_SNAKE_CASE             =    abs(hsv_a[0] - hsv_a[0]					) < 0.2
      _SCREAMING_SNAKE_CASE             =    abs(hsv_a[1] - hsv_a[1]					) < 0.002
      _SCREAMING_SNAKE_CASE             =    abs(hsv_a[2] - hsv_a[2]					) < 0.002
  
      return check_hue and check_saturation and check_value
  
  
  
  