





import os

import numpy
import onnx




def     a__ (					lowercase__  ,    lowercase__  ):






   '''simple docstring'''






   UpperCAmelCase_											=a.name
   UpperCAmelCase_											=b.name

   UpperCAmelCase_											=""
   UpperCAmelCase_											=""

   UpperCAmelCase_											=a == b

   UpperCAmelCase_											=name_a
   UpperCAmelCase_											=name_b

   return res




def     a__ (					lowercase__  ,    lowercase__  ,    lowercase__  ):






   '''simple docstring'''






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

   if node_proto.op_type == "If":
      _graph_replace_input_with(node_proto.attribute[0].g  ,    lowercase__  ,    lowercase__  )
      _graph_replace_input_with(node_proto.attribute[1].g  ,    lowercase__  ,    lowercase__  )
   if node_proto.op_type == "Loop":
      _graph_replace_input_with(node_proto.attribute[0].g  ,    lowercase__  ,    lowercase__  )




def     a__ (					lowercase__  ,    lowercase__  ,    lowercase__  ):






   '''simple docstring'''






   for n in graph_proto.node:
      _node_replace_input_with(lowercase__  ,    lowercase__  ,    lowercase__  )




def     a__ (					lowercase__  ,    lowercase__  ,    lowercase__  ):






   '''simple docstring'''






   UpperCAmelCase_											=list(model.graph.initializer  )
   UpperCAmelCase_											=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

      UpperCAmelCase_											=inits[i].name
      UpperCAmelCase_											=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  ,    lowercase__  ,    lowercase__  )





def     a__ (					lowercase__  ):






   '''simple docstring'''






   UpperCAmelCase_											=os.path.dirname(lowercase__  )
   UpperCAmelCase_											=os.path.basename(lowercase__  )

   UpperCAmelCase_											=onnx.load(os.path.join(lowercase__  ,    lowercase__  )  )

   UpperCAmelCase_											=list(model.graph.initializer  )

   UpperCAmelCase_											=set()
   UpperCAmelCase_											={}
   UpperCAmelCase_											=[]

   UpperCAmelCase_											=0

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

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

            UpperCAmelCase_											=inits[j].data_type
            UpperCAmelCase_											=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: "  ,    lowercase__  )
            total_reduced_size += mem_size

            UpperCAmelCase_											=inits[i].name
            UpperCAmelCase_											=inits[j].name

            if name_i in dup_map:
               dup_map[name_i].append(lowercase__  )
            else:
               UpperCAmelCase_											=[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"  )

   UpperCAmelCase_											=sorted(lowercase__  )
   _remove_dup_initializers_from_model(lowercase__  ,    lowercase__  ,    lowercase__  )

   UpperCAmelCase_											="optimized_" + model_file_name
   UpperCAmelCase_											=os.path.join(lowercase__  ,    lowercase__  )
   onnx.save(lowercase__  ,    lowercase__  )

   return new_model











__lowercase  :   Optional[Any]						      =[
    (1000, """M"""),
    (900, """CM"""),
    (500, """D"""),
    (400, """CD"""),
    (100, """C"""),
    (90, """XC"""),
    (50, """L"""),
    (40, """XL"""),
    (10, """X"""),
    (9, """IX"""),
    (5, """V"""),
    (4, """IV"""),
    (1, """I"""),
]




def     a__ (					lowercase__  ):






   '''simple docstring'''






   UpperCAmelCase_											={"I": 1, "V": 5, "X": 1_0, "L": 5_0, "C": 1_0_0, "D": 5_0_0, "M": 1_0_0_0}
   UpperCAmelCase_											=0
   UpperCAmelCase_											=0
   while place < len(lowercase__  ):
      if (place + 1 < len(lowercase__  )) and (vals[roman[place]] < vals[roman[place + 1]]):
         total += vals[roman[place + 1]] - vals[roman[place]]
         place += 2
      else:
         total += vals[roman[place]]
         place += 1
   return total




def     a__ (					lowercase__  ):






   '''simple docstring'''






   UpperCAmelCase_											=[]
   for arabic, roman in ROMAN:
      ((UpperCAmelCase_)						,       (UpperCAmelCase_))											=divmod(lowercase__  ,    lowercase__  )
      result.append(roman * factor  )
      if number == 0:
         break
   return "".join(lowercase__  )


if __name__ == "__main__":
     import doctest

     doctest.testmod()




