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	,    )




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()



