'''simple docstring'''
from ...configuration_utils import PretrainedConfig
from ...utils import logging


_A		:      Dict						   =logging.get_logger(__name__)

_A		:      Union[str, Any]						   ={
    # pcqm4mv1 now deprecated
    '''graphormer-base''': '''https://huggingface.co/clefourrier/graphormer-base-pcqm4mv2/resolve/main/config.json''',
    # See all Graphormer models at https://huggingface.co/models?filter=graphormer
}




class _lowerCAmelCase			(	snake_case					):
      UpperCAmelCase_	:						int	 =       "graphormer"
      UpperCAmelCase_	:						Tuple	 =       ["past_key_values"]







      def __init__(  self  ,    lowercase = 1  ,    lowercase = 512 * 9  ,    lowercase = 512 * 3  ,    lowercase = 512  ,    lowercase = 512  ,    lowercase = 512  ,    lowercase = 128  ,    lowercase = 5  ,    lowercase = 1024  ,    lowercase = "multi_hop"  ,    lowercase = 512  ,    lowercase = False  ,    lowercase = 12  ,    lowercase = 768  ,    lowercase = 768  ,    lowercase = 32  ,    lowercase = 0.1  ,    lowercase = 0.1  ,    lowercase = 0.0  ,    lowercase = False  ,    lowercase = False  ,    lowercase = False  ,    lowercase = "gelu"  ,    lowercase = None  ,    lowercase = False  ,    lowercase = 0  ,    lowercase = False  ,    lowercase = 0.0  ,    lowercase = 8  ,    lowercase = None  ,    lowercase = None  ,    lowercase = True  ,    lowercase = True  ,    lowercase=0  ,    lowercase=1  ,    lowercase=2  ,    **lowercase  ,    ):
        lowercase				:							Optional[Any]									=   num_classes
        lowercase				:							List[Any]									=   num_atoms
        lowercase				:							Tuple									=   num_in_degree
        lowercase				:							Dict									=   num_out_degree
        lowercase				:							Union[str, Any]									=   num_edges
        lowercase				:							Dict									=   num_spatial
        lowercase				:							int									=   num_edge_dis
        lowercase				:							Optional[Any]									=   edge_type
        lowercase				:							Dict									=   multi_hop_max_dist
        lowercase				:							List[str]									=   spatial_pos_max
        lowercase				:							int									=   max_nodes
        lowercase				:							List[Any]									=   num_hidden_layers
        lowercase				:							Any									=   embedding_dim
        lowercase				:							Optional[int]									=   embedding_dim
        lowercase				:							Optional[int]									=   ffn_embedding_dim
        lowercase				:							List[str]									=   num_attention_heads
        lowercase				:							Optional[Any]									=   dropout
        lowercase				:							Optional[Any]									=   attention_dropout
        lowercase				:							List[str]									=   layerdrop
        lowercase				:							str									=   encoder_normalize_before
        lowercase				:							Optional[int]									=   pre_layernorm
        lowercase				:							int									=   apply_graphormer_init
        lowercase				:							str									=   activation_fn
        lowercase				:							List[str]									=   embed_scale
        lowercase				:							Optional[Any]									=   freeze_embeddings
        lowercase				:							str									=   num_trans_layers_to_freeze
        lowercase				:							List[Any]									=   share_input_output_embed
        lowercase				:							List[Any]									=   traceable
        lowercase				:							Dict									=   q_noise
        lowercase				:							Dict									=   qn_block_size

        # These parameters are here for future extensions
        # atm, the model only supports self attention
        lowercase				:							Any									=   kdim
        lowercase				:							List[Any]									=   vdim
        lowercase				:							Tuple									=   self_attention
        lowercase				:							Tuple									=   bias

        super().__init__(
            pad_token_id=lowercase  ,    bos_token_id=lowercase  ,    eos_token_id=lowercase  ,    **lowercase  ,    )
'''simple docstring'''
def 				__UpperCamelCase (					__UpperCAmelCase  :					float ,   __UpperCAmelCase  :					float ,   __UpperCAmelCase  :					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'''			)

  lowercase				:							List[str]									=   value * saturation
  lowercase				:							Optional[Any]									=   hue / 60
  lowercase				:							Dict									=   chroma * (1 - abs(hue_section % 2 - 1			))
  lowercase				:							List[Any]									=   value - chroma

  if hue_section >= 0 and hue_section <= 1:
    lowercase				:							Optional[int]									=   round(255 * (chroma + match_value)			)
    lowercase				:							List[Any]									=   round(255 * (second_largest_component + match_value)			)
    lowercase				:							int									=   round(255 * (match_value)			)
  elif hue_section > 1 and hue_section <= 2:
    lowercase				:							Optional[Any]									=   round(255 * (second_largest_component + match_value)			)
    lowercase				:							Any									=   round(255 * (chroma + match_value)			)
    lowercase				:							Any									=   round(255 * (match_value)			)
  elif hue_section > 2 and hue_section <= 3:
    lowercase				:							Dict									=   round(255 * (match_value)			)
    lowercase				:							Optional[int]									=   round(255 * (chroma + match_value)			)
    lowercase				:							List[str]									=   round(255 * (second_largest_component + match_value)			)
  elif hue_section > 3 and hue_section <= 4:
    lowercase				:							List[str]									=   round(255 * (match_value)			)
    lowercase				:							List[str]									=   round(255 * (second_largest_component + match_value)			)
    lowercase				:							Tuple									=   round(255 * (chroma + match_value)			)
  elif hue_section > 4 and hue_section <= 5:
    lowercase				:							Optional[int]									=   round(255 * (second_largest_component + match_value)			)
    lowercase				:							Tuple									=   round(255 * (match_value)			)
    lowercase				:							Optional[int]									=   round(255 * (chroma + match_value)			)
  else:
    lowercase				:							int									=   round(255 * (chroma + match_value)			)
    lowercase				:							Optional[Any]									=   round(255 * (match_value)			)
    lowercase				:							Optional[int]									=   round(255 * (second_largest_component + match_value)			)

  return [red, green, blue]







def 				__UpperCamelCase (					__UpperCAmelCase  :					int ,   __UpperCAmelCase  :					int ,   __UpperCAmelCase  :					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'''			)

  lowercase				:							str									=   red / 255
  lowercase				:							Union[str, Any]									=   green / 255
  lowercase				:							Union[str, Any]									=   blue / 255
  lowercase				:							str									=   max(__UpperCAmelCase ,   __UpperCAmelCase ,   __UpperCAmelCase			)
  lowercase				:							int									=   value - min(__UpperCAmelCase ,   __UpperCAmelCase ,   __UpperCAmelCase			)
  lowercase				:							Optional[int]									=   0 if value == 0 else chroma / value

  if chroma == 0:
    lowercase				:							Dict									=   0.0
  elif value == float_red:
    lowercase				:							Tuple									=   60 * (0 + (float_green - float_blue) / chroma)
  elif value == float_green:
    lowercase				:							Optional[int]									=   60 * (2 + (float_blue - float_red) / chroma)
  else:
    lowercase				:							Dict									=   60 * (4 + (float_red - float_green) / chroma)

  lowercase				:							List[str]									=   (hue + 360) % 360

  return [hue, saturation, value]







def 				__UpperCamelCase (					__UpperCAmelCase  :					list[float] ,   __UpperCAmelCase  :					list[float]			)							->	bool:
  lowercase				:							int									=   abs(hsv_a[0] - hsv_a[0]			) < 0.2
  lowercase				:							Optional[int]									=   abs(hsv_a[1] - hsv_a[1]			) < 0.002
  lowercase				:							Dict									=   abs(hsv_a[2] - hsv_a[2]			) < 0.002

  return check_hue and check_saturation and check_value