


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


_SCREAMING_SNAKE_CASE :					Optional[int]			=	logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE :					Optional[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  UpperCamelCase__ ( __lowerCamelCase			):
      a__   :     List[str]								=						'graphormer'
      a__   :     List[Any]								=						['past_key_values']






      def __init__(     self					:   Optional[Any],		__lowerCamelCase					:   int = 1,		__lowerCamelCase					:   int = 5_12 * 9,		__lowerCamelCase					:   int = 5_12 * 3,		__lowerCamelCase					:   int = 5_12,		__lowerCamelCase					:   int = 5_12,		__lowerCamelCase					:   int = 5_12,		__lowerCamelCase					:   int = 1_28,		__lowerCamelCase					:   int = 5,		__lowerCamelCase					:   int = 10_24,		__lowerCamelCase					:   str = "multi_hop",		__lowerCamelCase					:   int = 5_12,		__lowerCamelCase					:   bool = False,		__lowerCamelCase					:   int = 12,		__lowerCamelCase					:   int = 7_68,		__lowerCamelCase					:   int = 7_68,		__lowerCamelCase					:   int = 32,		__lowerCamelCase					:   float = 0.1,		__lowerCamelCase					:   float = 0.1,		__lowerCamelCase					:   float = 0.0,		__lowerCamelCase					:   bool = False,		__lowerCamelCase					:   bool = False,		__lowerCamelCase					:   bool = False,		__lowerCamelCase					:   str = "gelu",		__lowerCamelCase					:   float = None,		__lowerCamelCase					:   bool = False,		__lowerCamelCase					:   int = 0,		__lowerCamelCase					:   bool = False,		__lowerCamelCase					:   float = 0.0,		__lowerCamelCase					:   int = 8,		__lowerCamelCase					:   int = None,		__lowerCamelCase					:   int = None,		__lowerCamelCase					:   bool = True,		__lowerCamelCase					:   bool = True,		__lowerCamelCase					:   List[str]=0,		__lowerCamelCase					:   Optional[Any]=1,		__lowerCamelCase					:   Dict=2,		**__lowerCamelCase					:   Optional[Any],		)  -> Dict:
           UpperCamelCase__							:  str								=     num_classes
           UpperCamelCase__							:  int								=     num_atoms
           UpperCamelCase__							:  Optional[Any]								=     num_in_degree
           UpperCamelCase__							:  Union[str, Any]								=     num_out_degree
           UpperCamelCase__							:  Tuple								=     num_edges
           UpperCamelCase__							:  Any								=     num_spatial
           UpperCamelCase__							:  Tuple								=     num_edge_dis
           UpperCamelCase__							:  Optional[Any]								=     edge_type
           UpperCamelCase__							:  Dict								=     multi_hop_max_dist
           UpperCamelCase__							:  Any								=     spatial_pos_max
           UpperCamelCase__							:  Optional[Any]								=     max_nodes
           UpperCamelCase__							:  List[Any]								=     num_hidden_layers
           UpperCamelCase__							:  Dict								=     embedding_dim
           UpperCamelCase__							:  List[str]								=     embedding_dim
           UpperCamelCase__							:  Dict								=     ffn_embedding_dim
           UpperCamelCase__							:  Any								=     num_attention_heads
           UpperCamelCase__							:  Tuple								=     dropout
           UpperCamelCase__							:  List[Any]								=     attention_dropout
           UpperCamelCase__							:  int								=     layerdrop
           UpperCamelCase__							:  List[str]								=     encoder_normalize_before
           UpperCamelCase__							:  List[str]								=     pre_layernorm
           UpperCamelCase__							:  int								=     apply_graphormer_init
           UpperCamelCase__							:  List[str]								=     activation_fn
           UpperCamelCase__							:  Any								=     embed_scale
           UpperCamelCase__							:  int								=     freeze_embeddings
           UpperCamelCase__							:  Dict								=     num_trans_layers_to_freeze
           UpperCamelCase__							:  Tuple								=     share_input_output_embed
           UpperCamelCase__							:  Any								=     traceable
           UpperCamelCase__							:  Any								=     q_noise
           UpperCamelCase__							:  List[Any]								=     qn_block_size

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

           super().__init__(
               pad_token_id=__lowerCamelCase,		bos_token_id=__lowerCamelCase,		eos_token_id=__lowerCamelCase,		**__lowerCamelCase,		)








import math







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   str:





     '''simple docstring'''





     if number == 0:
          UpperCamelCase__							:  List[str]								=     '''Zero'''
          return words
     else:
          UpperCamelCase__							:  str								=     math.logaa(__lowerCamelCase			)
          UpperCamelCase__							:  Tuple								=     digits + 1
          UpperCamelCase__							:  List[str]								=     {}
          UpperCamelCase__							:  Optional[int]								=     ''''''
          UpperCamelCase__							:  str								=     '''One'''
          UpperCamelCase__							:  int								=     '''Two'''
          UpperCamelCase__							:  str								=     '''Three'''
          UpperCamelCase__							:  Dict								=     '''Four'''
          UpperCamelCase__							:  List[str]								=     '''Five'''
          UpperCamelCase__							:  int								=     '''Six'''
          UpperCamelCase__							:  str								=     '''Seven'''
          UpperCamelCase__							:  List[str]								=     '''Eight'''
          UpperCamelCase__							:  Tuple								=     '''Nine'''

          UpperCamelCase__							:  int								=     {}
          UpperCamelCase__							:  Any								=     ''''''
          UpperCamelCase__							:  Union[str, Any]								=     '''Twenty'''
          UpperCamelCase__							:  Optional[int]								=     '''Thirty'''
          UpperCamelCase__							:  Optional[int]								=     '''Forty'''
          UpperCamelCase__							:  Any								=     '''Fifty'''
          UpperCamelCase__							:  Optional[Any]								=     '''Sixty'''
          UpperCamelCase__							:  Union[str, Any]								=     '''Seventy'''
          UpperCamelCase__							:  Tuple								=     '''Eighty'''
          UpperCamelCase__							:  Dict								=     '''Ninety'''

          UpperCamelCase__							:  Any								=     {}
          UpperCamelCase__							:  str								=     '''Ten'''
          UpperCamelCase__							:  List[Any]								=     '''Eleven'''
          UpperCamelCase__							:  List[str]								=     '''Twelve'''
          UpperCamelCase__							:  List[str]								=     '''Thirteen'''
          UpperCamelCase__							:  List[Any]								=     '''Fourteen'''
          UpperCamelCase__							:  Union[str, Any]								=     '''Fifteen'''
          UpperCamelCase__							:  str								=     '''Sixteen'''
          UpperCamelCase__							:  int								=     '''Seventeen'''
          UpperCamelCase__							:  Tuple								=     '''Eighteen'''
          UpperCamelCase__							:  int								=     '''Nineteen'''

          UpperCamelCase__							:  Union[str, Any]								=     {}
          UpperCamelCase__							:  Dict								=     '''Hundred,'''
          UpperCamelCase__							:  Union[str, Any]								=     '''Thousand,'''
          UpperCamelCase__							:  List[Any]								=     '''Lakh,'''
          UpperCamelCase__							:  str								=     '''Crore,'''

          UpperCamelCase__							:  int								=     number
          UpperCamelCase__							:  int								=     ''''''
          UpperCamelCase__							:  int								=     0
          UpperCamelCase__							:  int								=     int(__lowerCamelCase			)
          while counter < digits:
               UpperCamelCase__							:  str								=     temp_num % 10
               if counter % 2 == 0:
                    UpperCamelCase__							:  List[Any]								=     ''''''
                    if counter in placevalue and current != 0:
                         UpperCamelCase__							:  Optional[Any]								=     placevalue[counter]
                    if counter == 2:
                         UpperCamelCase__							:  Tuple								=     singles[current] + addition + words
                    elif counter == 0:
                         if ((temp_num % 100) // 10) == 1:
                              UpperCamelCase__							:  Optional[Any]								=     teens[current] + addition + words
                              UpperCamelCase__							:  int								=     temp_num // 10
                              counter += 1
                         else:
                              UpperCamelCase__							:  Optional[Any]								=     singles[current] + addition + words

                    else:
                         UpperCamelCase__							:  Tuple								=     doubles[current] + addition + words

               else:
                    if counter == 1:
                         if current == 1:
                              UpperCamelCase__							:  Optional[Any]								=     teens[number % 10] + words
                         else:
                              UpperCamelCase__							:  Union[str, Any]								=     ''''''
                              if counter in placevalue:
                                   UpperCamelCase__							:  Optional[int]								=     placevalue[counter]
                              UpperCamelCase__							:  Optional[Any]								=     doubles[current] + addition + words
                    else:
                         UpperCamelCase__							:  List[Any]								=     ''''''
                         if counter in placevalue:
                              if current == 0 and ((temp_num % 100) // 10) == 0:
                                   UpperCamelCase__							:  Dict								=     ''''''
                              else:
                                   UpperCamelCase__							:  List[Any]								=     placevalue[counter]
                         if ((temp_num % 100) // 10) == 1:
                              UpperCamelCase__							:  Optional[int]								=     teens[current] + addition + words
                              UpperCamelCase__							:  Dict								=     temp_num // 10
                              counter += 1
                         else:
                              UpperCamelCase__							:  Optional[int]								=     singles[current] + addition + words
               counter += 1
               UpperCamelCase__							:  List[str]								=     temp_num // 10
     return words


if __name__ == "__main__":
   import doctest

   doctest.testmod()




