



"""simple docstring"""






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


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

__UpperCAmelCase      :      Union[str, Any]   					=					{
    # 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							(_a  ):


					'''simple docstring'''


					a__        =     'graphormer'
					a__        =     ['past_key_values']







					def __init__(      self    ,       a = 1    ,       a = 5_12 * 9    ,       a = 5_12 * 3    ,       a = 5_12    ,       a = 5_12    ,       a = 5_12    ,       a = 1_28    ,       a = 5    ,       a = 10_24    ,       a = "multi_hop"    ,       a = 5_12    ,       a = False    ,       a = 12    ,       a = 7_68    ,       a = 7_68    ,       a = 32    ,       a = 0.1    ,       a = 0.1    ,       a = 0.0    ,       a = False    ,       a = False    ,       a = False    ,       a = "gelu"    ,       a = None    ,       a = False    ,       a = 0    ,       a = False    ,       a = 0.0    ,       a = 8    ,       a = None    ,       a = None    ,       a = True    ,       a = True    ,       a=0    ,       a=1    ,       a=2    ,       **a    ,       ):




										"""simple docstring"""





										snake_case_						:List[str]								=						num_classes
										snake_case_						:Optional[int]								=						num_atoms
										snake_case_						:List[Any]								=						num_in_degree
										snake_case_						:int								=						num_out_degree
										snake_case_						:str								=						num_edges
										snake_case_						:Dict								=						num_spatial
										snake_case_						:List[Any]								=						num_edge_dis
										snake_case_						:List[str]								=						edge_type
										snake_case_						:Dict								=						multi_hop_max_dist
										snake_case_						:str								=						spatial_pos_max
										snake_case_						:Any								=						max_nodes
										snake_case_						:List[Any]								=						num_hidden_layers
										snake_case_						:List[str]								=						embedding_dim
										snake_case_						:Union[str, Any]								=						embedding_dim
										snake_case_						:Optional[int]								=						ffn_embedding_dim
										snake_case_						:List[Any]								=						num_attention_heads
										snake_case_						:Union[str, Any]								=						dropout
										snake_case_						:int								=						attention_dropout
										snake_case_						:Tuple								=						layerdrop
										snake_case_						:int								=						encoder_normalize_before
										snake_case_						:Any								=						pre_layernorm
										snake_case_						:List[str]								=						apply_graphormer_init
										snake_case_						:List[Any]								=						activation_fn
										snake_case_						:Any								=						embed_scale
										snake_case_						:str								=						freeze_embeddings
										snake_case_						:List[Any]								=						num_trans_layers_to_freeze
										snake_case_						:List[Any]								=						share_input_output_embed
										snake_case_						:Any								=						traceable
										snake_case_						:List[str]								=						q_noise
										snake_case_						:List[Any]								=						qn_block_size

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

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









"""simple docstring"""






def      A      (			_A,     _A,     _A,     _A,     _A,     _A,     ):




					"""simple docstring"""
					snake_case_						:List[Any]								=						list(_A							)
					snake_case_						:int								=						list(_A							)
					snake_case_						:List[Any]								=						len(_A							)
					snake_case_						:List[Any]								=						len(_A							)

					snake_case_						:Union[str, Any]								=						[
					    [0 for _ in range(len_destination_seq + 1							)] for _ in range(len_source_seq + 1							)
					]
					snake_case_						:int								=						[
					    ["0" for _ in range(len_destination_seq + 1							)] for _ in range(len_source_seq + 1							)
					]

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

					for i in range(1,     len_destination_seq + 1							):
										snake_case_						:int								=						i * insert_cost
										snake_case_						:Dict								=						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]:
																				snake_case_						:List[Any]								=						costs[i - 1][j - 1] + copy_cost
																				snake_case_						:str								=						F'''C{source_seq[i - 1]:c}'''
															else:
																				snake_case_						:Any								=						costs[i - 1][j - 1] + replace_cost
																				snake_case_						:Any								=						F'''R{source_seq[i - 1]:c}''' + str(destination_seq[j - 1]							)

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

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

					return costs, ops
def      A      (			_A,     _A,     _A							):




					"""simple docstring"""
					if i == 0 and j == 0:
										return []
					else:
										if ops[i][j][0] == "C" or ops[i][j][0] == "R":
															snake_case_						:Optional[Any]								=						assemble_transformation(_A,     i - 1,     j - 1							)
															seq.append(ops[i][j]							)
															return seq
										elif ops[i][j][0] == "D":
															snake_case_						:Union[str, Any]								=						assemble_transformation(_A,     i - 1,     _A							)
															seq.append(ops[i][j]							)
															return seq
										else:
															snake_case_						:Optional[Any]								=						assemble_transformation(_A,     _A,     j - 1							)
															seq.append(ops[i][j]							)
															return seq


if __name__ == "__main__":
				__UpperCAmelCase					,	__UpperCAmelCase      :      List[Any]   					=					compute_transform_tables('Python', 'Algorithms', -1, 1, 2, 2)

				__UpperCAmelCase      :      List[Any]   					=					len(operations)
				__UpperCAmelCase      :      Dict   					=					len(operations[0])
				__UpperCAmelCase      :      List[str]   					=					assemble_transformation(operations, m - 1, n - 1)

				__UpperCAmelCase      :      Any   					=					list('Python')
				__UpperCAmelCase      :      Tuple   					=					0
				__UpperCAmelCase      :      Optional[int]   					=					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":
																__UpperCAmelCase      :      Any   					=					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))

