


"""simple docstring"""

from ..utils import DummyObject, requires_backends





class    lowerCamelCase__						(		metaclass=a__    ):
      a :     Any											=		["""flax"""]
      def __init__(		self	:	int      ,       *A_	:	List[str]      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	List[str]      ,       *A_	:	Dict      ,       **A_	:	List[Any]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Union[str, Any]      ,       *A_	:	Optional[int]      ,       **A_	:	List[Any]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     Union[str, Any]											=		["""flax"""]
      def __init__(		self	:	Dict      ,       *A_	:	int      ,       **A_	:	Any							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	str      ,       *A_	:	Optional[int]      ,       **A_	:	Dict							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	List[Any]      ,       *A_	:	List[str]      ,       **A_	:	Optional[Any]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     Optional[Any]											=		["""flax"""]
      def __init__(		self	:	str      ,       *A_	:	List[Any]      ,       **A_	:	int							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Optional[Any]      ,       *A_	:	int      ,       **A_	:	str							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Any      ,       *A_	:	List[Any]      ,       **A_	:	int							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     List[str]											=		["""flax"""]
      def __init__(		self	:	Optional[int]      ,       *A_	:	Tuple      ,       **A_	:	List[Any]							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	str      ,       *A_	:	List[Any]      ,       **A_	:	Any							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Optional[int]      ,       *A_	:	str      ,       **A_	:	str							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     List[str]											=		["""flax"""]
      def __init__(		self	:	str      ,       *A_	:	Any      ,       **A_	:	Optional[Any]							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	List[Any]      ,       *A_	:	Any      ,       **A_	:	List[str]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	int      ,       *A_	:	List[Any]      ,       **A_	:	Optional[int]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     str											=		["""flax"""]
      def __init__(		self	:	List[str]      ,       *A_	:	Union[str, Any]      ,       **A_	:	str							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Optional[Any]      ,       *A_	:	int      ,       **A_	:	Union[str, Any]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	int      ,       *A_	:	Optional[Any]      ,       **A_	:	Optional[int]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     Any											=		["""flax"""]
      def __init__(		self	:	List[Any]      ,       *A_	:	Optional[int]      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Any      ,       *A_	:	Union[str, Any]      ,       **A_	:	Optional[int]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Optional[Any]      ,       *A_	:	str      ,       **A_	:	Dict							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     Optional[Any]											=		["""flax"""]
      def __init__(		self	:	List[Any]      ,       *A_	:	Tuple      ,       **A_	:	Dict							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Tuple      ,       *A_	:	List[Any]      ,       **A_	:	Dict							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	List[str]      ,       *A_	:	Any      ,       **A_	:	List[Any]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     Dict											=		["""flax"""]
      def __init__(		self	:	List[str]      ,       *A_	:	str      ,       **A_	:	Dict							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	str      ,       *A_	:	Union[str, Any]      ,       **A_	:	List[str]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	str      ,       *A_	:	List[Any]      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     List[Any]											=		["""flax"""]
      def __init__(		self	:	str      ,       *A_	:	Tuple      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	List[Any]      ,       *A_	:	List[str]      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	List[str]      ,       *A_	:	Any      ,       **A_	:	Optional[int]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     Any											=		["""flax"""]
      def __init__(		self	:	Union[str, Any]      ,       *A_	:	Tuple      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Tuple      ,       *A_	:	Tuple      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Optional[Any]      ,       *A_	:	Optional[Any]      ,       **A_	:	Optional[Any]							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     List[str]											=		["""flax"""]
      def __init__(		self	:	List[str]      ,       *A_	:	Optional[Any]      ,       **A_	:	Union[str, Any]							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Any      ,       *A_	:	Tuple      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	int      ,       *A_	:	List[Any]      ,       **A_	:	str							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






class    lowerCamelCase__						(		metaclass=a__    ):
      a :     int											=		["""flax"""]
      def __init__(		self	:	Union[str, Any]      ,       *A_	:	Any      ,       **A_	:	List[Any]							):






       '''simple docstring'''


       requires_backends(self      ,       ["""flax"""]							)
      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Any      ,       *A_	:	int      ,       **A_	:	str							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)






      @classmethod
      def SCREAMING_SNAKE_CASE_	(		cls	:	Optional[Any]      ,       *A_	:	Union[str, Any]      ,       **A_	:	Tuple							):






       '''simple docstring'''


       requires_backends(cls      ,       ["""flax"""]							)




"""simple docstring"""

import os

import numpy
import onnx


def lowerCAmelCase_      (				UpperCamelCase__	: Optional[int]				,   UpperCamelCase__	: List[str] ):






 """simple docstring"""







 __lowercase									=	a.name
 __lowercase									=	b.name

 __lowercase									=	""""""
 __lowercase									=	""""""

 __lowercase									=	a == b

 __lowercase									=	name_a
 __lowercase									=	name_b

 return res


def lowerCAmelCase_      (				UpperCamelCase__	: Union[str, Any]				,   UpperCamelCase__	: str				,   UpperCamelCase__	: Dict ):






 """simple docstring"""







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

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


def lowerCAmelCase_      (				UpperCamelCase__	: Optional[Any]				,   UpperCamelCase__	: Optional[int]				,   UpperCamelCase__	: str ):






 """simple docstring"""







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


def lowerCAmelCase_      (				UpperCamelCase__	: Tuple				,   UpperCamelCase__	: str				,   UpperCamelCase__	: Any ):






 """simple docstring"""







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

  __lowercase									=	inits[i].name
  __lowercase									=	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				,   UpperCamelCase__				,   UpperCamelCase__ )


def lowerCAmelCase_      (				UpperCamelCase__	: List[Any] ):






 """simple docstring"""







 __lowercase									=	os.path.dirname(UpperCamelCase__ )
 __lowercase									=	os.path.basename(UpperCamelCase__ )

 __lowercase									=	onnx.load(os.path.join(UpperCamelCase__				,   UpperCamelCase__ ) )

 __lowercase									=	list(model.graph.initializer )

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

 __lowercase									=	0

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

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

    __lowercase									=	inits[j].data_type
    __lowercase									=	numpy.prod(inits[j].dims )
    if dtype == 1:
     mem_size *= 4
    elif dtype == 6:
     mem_size *= 4
    elif dtype == 7 or dtype == 11:
     mem_size *= 8
    else:
     print("""unexpected data type: """				,   UpperCamelCase__ )
    total_reduced_size += mem_size

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

    if name_i in dup_map:
     dup_map[name_i].append(UpperCamelCase__ )
    else:
     __lowercase									=	[name_j]
    ind_to_replace.append((j, i) )

 print("""total reduced size: """				,   total_reduced_size / 1024 / 1024 / 1024				,   """GB""" )

 __lowercase									=	sorted(UpperCamelCase__ )
 _remove_dup_initializers_from_model(UpperCamelCase__				,   UpperCamelCase__				,   UpperCamelCase__ )

 __lowercase									=	"""optimized_""" + model_file_name
 __lowercase									=	os.path.join(UpperCamelCase__				,   UpperCamelCase__ )
 onnx.save(UpperCamelCase__				,   UpperCamelCase__ )

 return new_model
