


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


UpperCAmelCase__        =				logging.get_logger(__name__)

UpperCAmelCase__        =				{
    # 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__  (			lowerCAmelCase):
     SCREAMING_SNAKE_CASE__      =     '''graphormer'''
     SCREAMING_SNAKE_CASE__      =     ['''past_key_values''']





     def __init__(self						,	UpperCAmelCase = 1						,	UpperCAmelCase = 5_1_2 * 9						,	UpperCAmelCase = 5_1_2 * 3						,	UpperCAmelCase = 5_1_2						,	UpperCAmelCase = 5_1_2						,	UpperCAmelCase = 5_1_2						,	UpperCAmelCase = 1_2_8						,	UpperCAmelCase = 5						,	UpperCAmelCase = 1_0_2_4						,	UpperCAmelCase = "multi_hop"						,	UpperCAmelCase = 5_1_2						,	UpperCAmelCase = False						,	UpperCAmelCase = 1_2						,	UpperCAmelCase = 7_6_8						,	UpperCAmelCase = 7_6_8						,	UpperCAmelCase = 3_2						,	UpperCAmelCase = 0.1						,	UpperCAmelCase = 0.1						,	UpperCAmelCase = 0.0						,	UpperCAmelCase = False						,	UpperCAmelCase = False						,	UpperCAmelCase = False						,	UpperCAmelCase = "gelu"						,	UpperCAmelCase = None						,	UpperCAmelCase = False						,	UpperCAmelCase = 0						,	UpperCAmelCase = False						,	UpperCAmelCase = 0.0						,	UpperCAmelCase = 8						,	UpperCAmelCase = None						,	UpperCAmelCase = None						,	UpperCAmelCase = True						,	UpperCAmelCase = True						,	UpperCAmelCase=0						,	UpperCAmelCase=1						,	UpperCAmelCase=2						,	**UpperCAmelCase						,	)	->  Tuple:
      _lowercase				 =num_classes
      _lowercase				 =num_atoms
      _lowercase				 =num_in_degree
      _lowercase				 =num_out_degree
      _lowercase				 =num_edges
      _lowercase				 =num_spatial
      _lowercase				 =num_edge_dis
      _lowercase				 =edge_type
      _lowercase				 =multi_hop_max_dist
      _lowercase				 =spatial_pos_max
      _lowercase				 =max_nodes
      _lowercase				 =num_hidden_layers
      _lowercase				 =embedding_dim
      _lowercase				 =embedding_dim
      _lowercase				 =ffn_embedding_dim
      _lowercase				 =num_attention_heads
      _lowercase				 =dropout
      _lowercase				 =attention_dropout
      _lowercase				 =layerdrop
      _lowercase				 =encoder_normalize_before
      _lowercase				 =pre_layernorm
      _lowercase				 =apply_graphormer_init
      _lowercase				 =activation_fn
      _lowercase				 =embed_scale
      _lowercase				 =freeze_embeddings
      _lowercase				 =num_trans_layers_to_freeze
      _lowercase				 =share_input_output_embed
      _lowercase				 =traceable
      _lowercase				 =q_noise
      _lowercase				 =qn_block_size

      # These parameters are here for future extensions
      # atm, the model only supports self attention
      _lowercase				 =kdim
      _lowercase				 =vdim
      _lowercase				 =self_attention
      _lowercase				 =bias

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





from __future__ import annotations
def 							UpperCAmelCase_   (				__snake_case		)	->     list[int]:







 """simple docstring"""


 if not list_of_ints:
  return []

 if min(__snake_case		) < 0:
  raise ValueError('''All numbers must be positive'''		)

 _lowercase				 =max(len(bin(__snake_case		)[2:]		) for x in list_of_ints		)
 return _msd_radix_sort(__snake_case	,		__snake_case		)
def 							UpperCAmelCase_   (				__snake_case	,		__snake_case		)	->     list[int]:







 """simple docstring"""


 if bit_position == 0 or len(__snake_case		) in [0, 1]:
  return list_of_ints

 _lowercase				 =[]
 _lowercase				 =[]
 # Split numbers based on bit at bit_position from the right
 for number in list_of_ints:
  if (number >> (bit_position - 1)) & 1:
   # number has a one at bit bit_position
   ones.append(__snake_case		)
  else:
   # number has a zero at bit bit_position
   zeros.append(__snake_case		)

    # recursively split both lists further
 _lowercase				 =_msd_radix_sort(__snake_case	,		bit_position - 1		)
 _lowercase				 =_msd_radix_sort(__snake_case	,		bit_position - 1		)

 # recombine lists
 _lowercase				 =zeros
 res.extend(__snake_case		)

 return res
def 							UpperCAmelCase_   (				__snake_case		)	->     List[str]:







 """simple docstring"""


 _lowercase				 =len(__snake_case		)
 if not list_of_ints or length == 1:
  return

 if min(__snake_case		) < 0:
  raise ValueError('''All numbers must be positive'''		)

 _lowercase				 =max(len(bin(__snake_case		)[2:]		) for x in list_of_ints		)
 _msd_radix_sort_inplace(__snake_case	,		__snake_case	,		0	,		__snake_case		)
def 							UpperCAmelCase_   (				__snake_case	,		__snake_case	,		__snake_case	,		__snake_case		)	->     Any:







 """simple docstring"""


 if bit_position == 0 or end_index - begin_index <= 1:
  return

 bit_position -= 1

 _lowercase				 =begin_index
 _lowercase				 =end_index - 1
 while i <= j:
  _lowercase				 =False
  if not (list_of_ints[i] >> bit_position) & 1:
   # found zero at the beginning
   i += 1
   _lowercase				 =True
  if (list_of_ints[j] >> bit_position) & 1:
   # found one at the end
   j -= 1
   _lowercase				 =True

  if changed:
   continue

  _lowercase ,       _lowercase				 =list_of_ints[j], list_of_ints[i]
  j -= 1
  if j != i:
   i += 1

 _msd_radix_sort_inplace(__snake_case	,		__snake_case	,		__snake_case	,		__snake_case		)
 _msd_radix_sort_inplace(__snake_case	,		__snake_case	,		__snake_case	,		__snake_case		)


if __name__ == "__main__":
  import doctest

  doctest.testmod()

