code: from ...configuration_utils import PretrainedConfig
  from ...utils import logging
  
  
  lowercase__    :       Optional[Any]						=			logging.get_logger(__name__)
  
  lowercase__    :       int						=			{
      # 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      lowercase_						(						_SCREAMING_SNAKE_CASE		):
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  	UpperCAmelCase_						:      str     =       """graphormer"""
  	UpperCAmelCase_						:      str     =       ["""past_key_values"""]
  
  
  	def __init__(							self	,    __SCREAMING_SNAKE_CASE = 1	,    __SCREAMING_SNAKE_CASE = 512 * 9	,    __SCREAMING_SNAKE_CASE = 512 * 3	,    __SCREAMING_SNAKE_CASE = 512	,    __SCREAMING_SNAKE_CASE = 512	,    __SCREAMING_SNAKE_CASE = 512	,    __SCREAMING_SNAKE_CASE = 128	,    __SCREAMING_SNAKE_CASE = 5	,    __SCREAMING_SNAKE_CASE = 1024	,    __SCREAMING_SNAKE_CASE = "multi_hop"	,    __SCREAMING_SNAKE_CASE = 512	,    __SCREAMING_SNAKE_CASE = False	,    __SCREAMING_SNAKE_CASE = 12	,    __SCREAMING_SNAKE_CASE = 768	,    __SCREAMING_SNAKE_CASE = 768	,    __SCREAMING_SNAKE_CASE = 32	,    __SCREAMING_SNAKE_CASE = 0.1	,    __SCREAMING_SNAKE_CASE = 0.1	,    __SCREAMING_SNAKE_CASE = 0.0	,    __SCREAMING_SNAKE_CASE = False	,    __SCREAMING_SNAKE_CASE = False	,    __SCREAMING_SNAKE_CASE = False	,    __SCREAMING_SNAKE_CASE = "gelu"	,    __SCREAMING_SNAKE_CASE = None	,    __SCREAMING_SNAKE_CASE = False	,    __SCREAMING_SNAKE_CASE = 0	,    __SCREAMING_SNAKE_CASE = False	,    __SCREAMING_SNAKE_CASE = 0.0	,    __SCREAMING_SNAKE_CASE = 8	,    __SCREAMING_SNAKE_CASE = None	,    __SCREAMING_SNAKE_CASE = None	,    __SCREAMING_SNAKE_CASE = True	,    __SCREAMING_SNAKE_CASE = True	,    __SCREAMING_SNAKE_CASE=0	,    __SCREAMING_SNAKE_CASE=1	,    __SCREAMING_SNAKE_CASE=2	,    **__SCREAMING_SNAKE_CASE	,    )		->int:
  								lowerCAmelCase				=	num_classes
  								lowerCAmelCase				=	num_atoms
  								lowerCAmelCase				=	num_in_degree
  								lowerCAmelCase				=	num_out_degree
  								lowerCAmelCase				=	num_edges
  								lowerCAmelCase				=	num_spatial
  								lowerCAmelCase				=	num_edge_dis
  								lowerCAmelCase				=	edge_type
  								lowerCAmelCase				=	multi_hop_max_dist
  								lowerCAmelCase				=	spatial_pos_max
  								lowerCAmelCase				=	max_nodes
  								lowerCAmelCase				=	num_hidden_layers
  								lowerCAmelCase				=	embedding_dim
  								lowerCAmelCase				=	embedding_dim
  								lowerCAmelCase				=	ffn_embedding_dim
  								lowerCAmelCase				=	num_attention_heads
  								lowerCAmelCase				=	dropout
  								lowerCAmelCase				=	attention_dropout
  								lowerCAmelCase				=	layerdrop
  								lowerCAmelCase				=	encoder_normalize_before
  								lowerCAmelCase				=	pre_layernorm
  								lowerCAmelCase				=	apply_graphormer_init
  								lowerCAmelCase				=	activation_fn
  								lowerCAmelCase				=	embed_scale
  								lowerCAmelCase				=	freeze_embeddings
  								lowerCAmelCase				=	num_trans_layers_to_freeze
  								lowerCAmelCase				=	share_input_output_embed
  								lowerCAmelCase				=	traceable
  								lowerCAmelCase				=	q_noise
  								lowerCAmelCase				=	qn_block_size
  
  								# These parameters are here for future extensions
  								# atm, the model only supports self attention
  								lowerCAmelCase				=	kdim
  								lowerCAmelCase				=	vdim
  								lowerCAmelCase				=	self_attention
  								lowerCAmelCase				=	bias
  
  								super().__init__(
  								    pad_token_id=__A	,    bos_token_id=__A	,    eos_token_id=__A	,    **__A	,    )
  
  
  
  
style_context: from __future__ import annotations
  
  from enum import Enum
  
  
  
  
  class      lowercase_						(						UpperCamelCase_		):
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  	UpperCAmelCase_						:      str     =       24
  	UpperCAmelCase_						:      Dict     =       21
  	UpperCAmelCase_						:      List[str]     =       18
  	UpperCAmelCase_						:      Optional[int]     =       15
  	UpperCAmelCase_						:      str     =       12
  	UpperCAmelCase_						:      Union[str, Any]     =       9
  	UpperCAmelCase_						:      List[Any]     =       6
  	UpperCAmelCase_						:      Any     =       3
  	UpperCAmelCase_						:      List[str]     =       2
  	UpperCAmelCase_						:      Any     =       1
  	UpperCAmelCase_						:      Any     =       -1
  	UpperCAmelCase_						:      Any     =       -2
  	UpperCAmelCase_						:      Optional[int]     =       -3
  	UpperCAmelCase_						:      List[Any]     =       -6
  	UpperCAmelCase_						:      Optional[int]     =       -9
  	UpperCAmelCase_						:      str     =       -12
  	UpperCAmelCase_						:      Union[str, Any]     =       -15
  	UpperCAmelCase_						:      List[str]     =       -18
  	UpperCAmelCase_						:      str     =       -21
  	UpperCAmelCase_						:      Dict     =       -24
  
  
  
  
  class      lowercase_						(						UpperCamelCase_		):
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  	UpperCAmelCase_						:      List[str]     =       8
  	UpperCAmelCase_						:      Union[str, Any]     =       7
  	UpperCAmelCase_						:      int     =       6
  	UpperCAmelCase_						:      int     =       5
  	UpperCAmelCase_						:      Any     =       4
  	UpperCAmelCase_						:      Dict     =       3
  	UpperCAmelCase_						:      Tuple     =       2
  	UpperCAmelCase_						:      Any     =       1
  
  def      SCREAMING_SNAKE_CASE_  (		snake_case__     ,						snake_case__     ,						snake_case__     ,						)  ->			float:
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	SIUnit[known_prefix.lower()]
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	SIUnit[unknown_prefix.lower()]
  							lowerCAmelCase				=	known_amount * (
  							    1_0 ** (known_prefix.value - unknown_prefix.value)
  							)
  							return unknown_amount
  
  def      SCREAMING_SNAKE_CASE_  (		snake_case__     ,						snake_case__     ,						snake_case__     ,						)  ->			float:
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	BinaryUnit[known_prefix.lower()]
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	BinaryUnit[unknown_prefix.lower()]
  							lowerCAmelCase				=	known_amount * (
  							    2 ** ((known_prefix.value - unknown_prefix.value) * 1_0)
  							)
  							return unknown_amount
  
  
  if __name__ == "__main__":
  	import doctest
  
  	doctest.testmod()
  
  
  
  