


'''simple docstring'''

def __snake_case (				UpperCAmelCase_						:						str ,    UpperCAmelCase_						:						str ,    UpperCAmelCase_						:						int ,    UpperCAmelCase_						:						int ,    UpperCAmelCase_						:						int ,    UpperCAmelCase_						:						int ,    ):
 lowerCamelCase_								=  list(UpperCAmelCase_		)
 lowerCamelCase_								=  list(UpperCAmelCase_		)
 lowerCamelCase_								=  len(UpperCAmelCase_		)
 lowerCamelCase_								=  len(UpperCAmelCase_		)

 lowerCamelCase_								=  [
     [0 for _ in range(len_destination_seq + 1		)] for _ in range(len_source_seq + 1		)
 ]
 lowerCamelCase_								=  [
     ["0" for _ in range(len_destination_seq + 1		)] for _ in range(len_source_seq + 1		)
 ]

 for i in range(1 ,    len_source_seq + 1		):
  lowerCamelCase_								=  i * delete_cost
  lowerCamelCase_								=  F'''D{source_seq[i - 1]:c}'''

 for i in range(1 ,    len_destination_seq + 1		):
  lowerCamelCase_								=  i * insert_cost
  lowerCamelCase_								=  F'''I{destination_seq[i - 1]:c}'''

 for i in range(1 ,    len_source_seq + 1		):
  for j in range(1 ,    len_destination_seq + 1		):
   if source_seq[i - 1] == destination_seq[j - 1]:
    lowerCamelCase_								=  costs[i - 1][j - 1] + copy_cost
    lowerCamelCase_								=  F'''C{source_seq[i - 1]:c}'''
   else:
    lowerCamelCase_								=  costs[i - 1][j - 1] + replace_cost
    lowerCamelCase_								=  F'''R{source_seq[i - 1]:c}''' + str(destination_seq[j - 1]		)

   if costs[i - 1][j] + delete_cost < costs[i][j]:
    lowerCamelCase_								=  costs[i - 1][j] + delete_cost
    lowerCamelCase_								=  F'''D{source_seq[i - 1]:c}'''

   if costs[i][j - 1] + insert_cost < costs[i][j]:
    lowerCamelCase_								=  costs[i][j - 1] + insert_cost
    lowerCamelCase_								=  F'''I{destination_seq[j - 1]:c}'''

 return costs, ops





def __snake_case (				UpperCAmelCase_						:						list[list[str]] ,    UpperCAmelCase_						:						int ,    UpperCAmelCase_						:						int		):
 if i == 0 and j == 0:
  return []
 else:
  if ops[i][j][0] == "C" or ops[i][j][0] == "R":
   lowerCamelCase_								=  assemble_transformation(UpperCAmelCase_ ,    i - 1 ,    j - 1		)
   seq.append(ops[i][j]		)
   return seq
  elif ops[i][j][0] == "D":
   lowerCamelCase_								=  assemble_transformation(UpperCAmelCase_ ,    i - 1 ,    UpperCAmelCase_		)
   seq.append(ops[i][j]		)
   return seq
  else:
   lowerCamelCase_								=  assemble_transformation(UpperCAmelCase_ ,    UpperCAmelCase_ ,    j - 1		)
   seq.append(ops[i][j]		)
   return seq


if __name__ == "__main__":
     a_     ,       a_  :    int      =			compute_transform_tables("""Python""", """Algorithms""", -1, 1, 2, 2)

     a_  :    Optional[int]      =			len(operations)
     a_  :    Optional[Any]      =			len(operations[0])
     a_  :    List[Any]      =			assemble_transformation(operations, m - 1, n - 1)

     a_  :    str      =			list("""Python""")
     a_  :    Tuple      =			0
     a_  :    List[str]      =			0

     with open("""min_cost.txt""", """w""") as file:
          for op in sequence:
               print("""""".join(string))

               if op[0] == "C":
                    file.write("""%-16s""" % """Copy %c""" % op[1])
                    file.write("""\t\t\t""" + """""".join(string))
                    file.write("""\r\n""")

                    cost -= 1
               elif op[0] == "R":
                    a_  :    int      =			op[2]

                    file.write("""%-16s""" % ("""Replace %c""" % op[1] + """ with """ + str(op[2])))
                    file.write("""\t\t""" + """""".join(string))
                    file.write("""\r\n""")

                    cost += 1
               elif op[0] == "D":
                    string.pop(i)

                    file.write("""%-16s""" % """Delete %c""" % op[1])
                    file.write("""\t\t\t""" + """""".join(string))
                    file.write("""\r\n""")

                    cost += 2
               else:
                    string.insert(i, op[1])

                    file.write("""%-16s""" % """Insert %c""" % op[1])
                    file.write("""\t\t\t""" + """""".join(string))
                    file.write("""\r\n""")

                    cost += 2

               i += 1

          print("""""".join(string))
          print("""Cost: """, cost)

          file.write("""\r\nMinimum cost: """ + str(cost))







'''simple docstring'''

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


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

a_  :    int      =			{
    """uw-madison/nystromformer-512""": """https://huggingface.co/uw-madison/nystromformer-512/resolve/main/config.json""",
    # See all Nystromformer models at https://huggingface.co/models?filter=nystromformer
}





class 					snake_case   (   lowercase      ):





  """simple docstring"""




  _lowerCamelCase		   =  "nystromformer"






  def __init__(   self      ,  UpperCamelCase=3_0000      ,  UpperCamelCase=768      ,  UpperCamelCase=12      ,  UpperCamelCase=12      ,  UpperCamelCase=3072      ,  UpperCamelCase="gelu_new"      ,  UpperCamelCase=0.1      ,  UpperCamelCase=0.1      ,  UpperCamelCase=510      ,  UpperCamelCase=2      ,  UpperCamelCase=64      ,  UpperCamelCase=64      ,  UpperCamelCase=65      ,  UpperCamelCase=False      ,  UpperCamelCase=0.02      ,  UpperCamelCase=1e-5      ,  UpperCamelCase=1      ,  UpperCamelCase=0      ,  UpperCamelCase=2      ,  **UpperCamelCase      ,  ):







   """simple docstring"""
   lowerCamelCase_								=  vocab_size
   lowerCamelCase_								=  max_position_embeddings
   lowerCamelCase_								=  hidden_size
   lowerCamelCase_								=  num_hidden_layers
   lowerCamelCase_								=  num_attention_heads
   lowerCamelCase_								=  intermediate_size
   lowerCamelCase_								=  hidden_act
   lowerCamelCase_								=  hidden_dropout_prob
   lowerCamelCase_								=  attention_probs_dropout_prob
   lowerCamelCase_								=  initializer_range
   lowerCamelCase_								=  type_vocab_size
   lowerCamelCase_								=  segment_means_seq_len
   lowerCamelCase_								=  num_landmarks
   lowerCamelCase_								=  conv_kernel_size
   lowerCamelCase_								=  inv_coeff_init_option
   lowerCamelCase_								=  layer_norm_eps
   super().__init__(pad_token_id=UpperCamelCase      ,  bos_token_id=UpperCamelCase      ,  eos_token_id=UpperCamelCase      ,  **UpperCamelCase					)



