"""simple docstring"""




from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowercase__      :    Union[str, Any]          =     logging.get_logger(__name__)

lowercase__      :    Tuple          =     {
    # 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_  (  UpperCamelCase_						):



	"""simple docstring"""





	UpperCAmelCase_  : Optional[int]       =    """graphormer"""
	UpperCAmelCase_  : Tuple       =    ["""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		,      )						->Dict:
								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=__SCREAMING_SNAKE_CASE		,      bos_token_id=__SCREAMING_SNAKE_CASE		,      eos_token_id=__SCREAMING_SNAKE_CASE		,      **__SCREAMING_SNAKE_CASE		,      )




import warnings

from .generation import FlaxGenerationMixin




class        lowercase_  (  UpperCamelCase_						):



	"""simple docstring"""





	warnings.warn(
	    """Importing `FlaxGenerationMixin` from `src/transformers/generation_flax_utils.py` is deprecated and will """
	    """be removed in Transformers v5. Import as `from transformers import FlaxGenerationMixin` instead."""				,					UpperCamelCase_				,					)



