


"""simple docstring"""







import os

import numpy
import onnx
def 					a__			(				SCREAMING_SNAKE_CASE    :    Optional[Any]				,      SCREAMING_SNAKE_CASE    :    Any				):


  '''simple docstring'''







  lowerCAmelCase     :     Optional[Any]								=							a.name
  lowerCAmelCase     :     int								=							b.name

  lowerCAmelCase     :     Union[str, Any]								=							""
  lowerCAmelCase     :     Union[str, Any]								=							""

  lowerCAmelCase     :     str								=							a == b

  lowerCAmelCase     :     Any								=							name_a
  lowerCAmelCase     :     Dict								=							name_b

  return res
def 					a__			(				SCREAMING_SNAKE_CASE    :    Dict				,      SCREAMING_SNAKE_CASE    :    Optional[int]				,      SCREAMING_SNAKE_CASE    :    Optional[int]				):


  '''simple docstring'''







  for i, input_name in enumerate(node_proto.input				):
    if input_name == name:
      node_proto.input.insert(SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)
      node_proto.input.pop(i + 1				)

  if node_proto.op_type == "If":
    _graph_replace_input_with(node_proto.attribute[0].g				,      SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)
    _graph_replace_input_with(node_proto.attribute[1].g				,      SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)
  if node_proto.op_type == "Loop":
    _graph_replace_input_with(node_proto.attribute[0].g				,      SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)
def 					a__			(				SCREAMING_SNAKE_CASE    :    Optional[int]				,      SCREAMING_SNAKE_CASE    :    Optional[int]				,      SCREAMING_SNAKE_CASE    :    Any				):


  '''simple docstring'''







  for n in graph_proto.node:
    _node_replace_input_with(SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)
def 					a__			(				SCREAMING_SNAKE_CASE    :    List[str]				,      SCREAMING_SNAKE_CASE    :    Tuple				,      SCREAMING_SNAKE_CASE    :    Any				):


  '''simple docstring'''







  lowerCAmelCase     :     int								=							list(model.graph.initializer				)
  lowerCAmelCase     :     str								=							list(model_without_ext.graph.initializer				)
  for i, ref_i in ind_to_replace:
    assert inits_with_data[i].name == inits[i].name
    assert inits_with_data[ref_i].name == inits[ref_i].name
    assert i > ref_i

    lowerCAmelCase     :     List[Any]								=							inits[i].name
    lowerCAmelCase     :     Union[str, Any]								=							inits[ref_i].name

    model_without_ext.graph.initializer.remove(inits[i]				)

    # for n in model.graph.node:
    _graph_replace_input_with(model_without_ext.graph				,      SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)





def 					a__			(				SCREAMING_SNAKE_CASE    :    Optional[int]				):


  '''simple docstring'''







  lowerCAmelCase     :     Optional[int]								=							os.path.dirname(SCREAMING_SNAKE_CASE				)
  lowerCAmelCase     :     Union[str, Any]								=							os.path.basename(SCREAMING_SNAKE_CASE				)

  lowerCAmelCase     :     Any								=							onnx.load(os.path.join(SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)				)

  lowerCAmelCase     :     List[Any]								=							list(model.graph.initializer				)

  lowerCAmelCase     :     List[str]								=							set()
  lowerCAmelCase     :     Any								=							{}
  lowerCAmelCase     :     Dict								=							[]

  lowerCAmelCase     :     Dict								=							0

  for i in range(len(SCREAMING_SNAKE_CASE				)				):
    if i in dup_set:
      continue

    for j in range(i + 1				,      len(SCREAMING_SNAKE_CASE				)				):
      if j in dup_set:
        continue
      if _is_equal_tensor_proto(inits[i]				,      inits[j]				):
        dup_set.add(SCREAMING_SNAKE_CASE				)
        dup_set.add(SCREAMING_SNAKE_CASE				)

        lowerCAmelCase     :     int								=							inits[j].data_type
        lowerCAmelCase     :     List[str]								=							numpy.prod(inits[j].dims				)
        if dtype == 1:
          mem_size *= 4
        elif dtype == 6:
          mem_size *= 4
        elif dtype == 7 or dtype == 1_1:
          mem_size *= 8
        else:
          print("unexpected data type: "				,      SCREAMING_SNAKE_CASE				)
        total_reduced_size += mem_size

        lowerCAmelCase     :     Any								=							inits[i].name
        lowerCAmelCase     :     Any								=							inits[j].name

        if name_i in dup_map:
          dup_map[name_i].append(SCREAMING_SNAKE_CASE				)
        else:
          lowerCAmelCase     :     Dict								=							[name_j]
        ind_to_replace.append((j, i)				)

  print("total reduced size: "				,      total_reduced_size / 1_0_2_4 / 1_0_2_4 / 1_0_2_4				,      "GB"				)

  lowerCAmelCase     :     str								=							sorted(SCREAMING_SNAKE_CASE				)
  _remove_dup_initializers_from_model(SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)

  lowerCAmelCase     :     Dict								=							"optimized_" + model_file_name
  lowerCAmelCase     :     List[str]								=							os.path.join(SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)
  onnx.save(SCREAMING_SNAKE_CASE				,      SCREAMING_SNAKE_CASE				)

  return new_model









"""simple docstring"""







def 					a__			(				SCREAMING_SNAKE_CASE    :    int				,      SCREAMING_SNAKE_CASE    :    int				):


  '''simple docstring'''







  while b:
    lowerCAmelCase						,  lowerCAmelCase     :     Any								=							b, a % b
  return a
def 					a__			(				SCREAMING_SNAKE_CASE    :    int				,      SCREAMING_SNAKE_CASE    :    int				):


  '''simple docstring'''







  return a if b == 0 else euclidean_gcd_recursive(SCREAMING_SNAKE_CASE				,      a % b				)
def 					a__			(				):


  '''simple docstring'''







  print(f"""euclidean_gcd(3, 5) = {euclidean_gcd(3				,      5				)}"""				)
  print(f"""euclidean_gcd(5, 3) = {euclidean_gcd(5				,      3				)}"""				)
  print(f"""euclidean_gcd(1, 3) = {euclidean_gcd(1				,      3				)}"""				)
  print(f"""euclidean_gcd(3, 6) = {euclidean_gcd(3				,      6				)}"""				)
  print(f"""euclidean_gcd(6, 3) = {euclidean_gcd(6				,      3				)}"""				)

  print(f"""euclidean_gcd_recursive(3, 5) = {euclidean_gcd_recursive(3				,      5				)}"""				)
  print(f"""euclidean_gcd_recursive(5, 3) = {euclidean_gcd_recursive(5				,      3				)}"""				)
  print(f"""euclidean_gcd_recursive(1, 3) = {euclidean_gcd_recursive(1				,      3				)}"""				)
  print(f"""euclidean_gcd_recursive(3, 6) = {euclidean_gcd_recursive(3				,      6				)}"""				)
  print(f"""euclidean_gcd_recursive(6, 3) = {euclidean_gcd_recursive(6				,      3				)}"""				)


if __name__ == "__main__":
     main()





