code: 
  
  
  """simple docstring"""
  import inspect
  
  from diffusers.utils import is_flax_available
  from diffusers.utils.testing_utils import require_flax
  
  
  if is_flax_available():
   import jax
  
  
  
  
  @require_flax
  class   lowercase__							:
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     List[Any]:
        _lowerCamelCase      ,						_lowerCamelCase  :				Optional[Any]      =		self.prepare_init_args_and_inputs_for_common()
  
        _lowerCamelCase  :				List[str]      =		self.model_class(**SCREAMING_SNAKE_CASE)
        _lowerCamelCase  :				str      =		model.init(inputs_dict["""prng_key"""]			,      inputs_dict["""sample"""])
        jax.lax.stop_gradient(SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Any      =		model.apply(SCREAMING_SNAKE_CASE			,      inputs_dict["""sample"""])
  
        if isinstance(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE):
           _lowerCamelCase  :				str      =		output.sample
  
        self.assertIsNotNone(SCREAMING_SNAKE_CASE)
        _lowerCamelCase  :				Optional[int]      =		inputs_dict["""sample"""].shape
        self.assertEqual(output.shape			,      SCREAMING_SNAKE_CASE			,      """Input and output shapes do not match""")
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     Tuple:
        _lowerCamelCase      ,						_lowerCamelCase  :				int      =		self.prepare_init_args_and_inputs_for_common()
  
        _lowerCamelCase  :				Optional[Any]      =		16
        _lowerCamelCase  :				Optional[int]      =		(16, 32)
  
        _lowerCamelCase  :				List[str]      =		self.model_class(**SCREAMING_SNAKE_CASE)
        _lowerCamelCase  :				Optional[int]      =		model.init(inputs_dict["""prng_key"""]			,      inputs_dict["""sample"""])
        jax.lax.stop_gradient(SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Union[str, Any]      =		model.apply(SCREAMING_SNAKE_CASE			,      inputs_dict["""sample"""])
  
        if isinstance(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE):
           _lowerCamelCase  :				Dict      =		output.sample
  
        self.assertIsNotNone(SCREAMING_SNAKE_CASE)
        _lowerCamelCase  :				Optional[Any]      =		inputs_dict["""sample"""].shape
        self.assertEqual(output.shape			,      SCREAMING_SNAKE_CASE			,      """Input and output shapes do not match""")
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     Optional[int]:
        _lowerCamelCase  :				Optional[int]      =		"""kwargs""" in inspect.signature(self.model_class.__init__).parameters
        _lowerCamelCase  :				Optional[int]      =		len(self.model_class._deprecated_kwargs) > 0
  
        if has_kwarg_in_model_class and not has_deprecated_kwarg:
           raise ValueError(
               F'{self.model_class} has `**kwargs` in its __init__ method but has not defined any deprecated kwargs'
               """ under the `_deprecated_kwargs` class attribute. Make sure to either remove `**kwargs` if there are"""
               """ no deprecated arguments or add the deprecated argument with `_deprecated_kwargs ="""
               """ [<deprecated_argument>]`""")
  
        if not has_kwarg_in_model_class and has_deprecated_kwarg:
           raise ValueError(
               F'{self.model_class} doesn\'t have `**kwargs` in its __init__ method but has defined deprecated kwargs'
               """ under the `_deprecated_kwargs` class attribute. Make sure to either add the `**kwargs` argument to"""
               F' {self.model_class}.__init__ if there are deprecated arguments or remove the deprecated argument'
               """ from `_deprecated_kwargs = [<deprecated_argument>]`""")
  
  
style_context: 
  
  
  """simple docstring"""
  def 							_snake_case			(      __snake_case       :			str	,   __snake_case       :			str	,   __snake_case       :			int	,   __snake_case       :			int	,   __snake_case       :			int	,   __snake_case       :			int	,   ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Optional[Any]      =		list(__snake_case      )
     _lowerCamelCase  :				Optional[int]      =		list(__snake_case      )
     _lowerCamelCase  :				Union[str, Any]      =		len(__snake_case      )
     _lowerCamelCase  :				Optional[int]      =		len(__snake_case      )
  
     _lowerCamelCase  :				List[str]      =		[
         [0 for _ in range(len_destination_seq + 1      )] for _ in range(len_source_seq + 1      )
     ]
     _lowerCamelCase  :				List[Any]      =		[
         ["""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  :				Optional[Any]      =		i * delete_cost
        _lowerCamelCase  :				Any      =		F'D{source_seq[i - 1]:c}'
  
     for i in range(1	,   len_destination_seq + 1      ):
        _lowerCamelCase  :				Dict      =		i * insert_cost
        _lowerCamelCase  :				List[str]      =		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  :				Union[str, Any]      =		costs[i - 1][j - 1] + copy_cost
              _lowerCamelCase  :				Tuple      =		F'C{source_seq[i - 1]:c}'
           else:
              _lowerCamelCase  :				Tuple      =		costs[i - 1][j - 1] + replace_cost
              _lowerCamelCase  :				List[str]      =		F'R{source_seq[i - 1]:c}' + str(destination_seq[j - 1]      )
  
           if costs[i - 1][j] + delete_cost < costs[i][j]:
              _lowerCamelCase  :				Any      =		costs[i - 1][j] + delete_cost
              _lowerCamelCase  :				Any      =		F'D{source_seq[i - 1]:c}'
  
           if costs[i][j - 1] + insert_cost < costs[i][j]:
              _lowerCamelCase  :				Dict      =		costs[i][j - 1] + insert_cost
              _lowerCamelCase  :				Union[str, Any]      =		F'I{destination_seq[j - 1]:c}'
  
     return costs, ops
  
  def 							_snake_case			(      __snake_case       :			list[list[str]]	,   __snake_case       :			int	,   __snake_case       :			int      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     if i == 0 and j == 0:
        return []
     else:
        if ops[i][j][0] == "C" or ops[i][j][0] == "R":
           _lowerCamelCase  :				List[Any]      =		assemble_transformation(__snake_case	,   i - 1	,   j - 1      )
           seq.append(ops[i][j]      )
           return seq
        elif ops[i][j][0] == "D":
           _lowerCamelCase  :				Optional[Any]      =		assemble_transformation(__snake_case	,   i - 1	,   __snake_case      )
           seq.append(ops[i][j]      )
           return seq
        else:
           _lowerCamelCase  :				str      =		assemble_transformation(__snake_case	,   __snake_case	,   j - 1      )
           seq.append(ops[i][j]      )
           return seq
  
  
  if __name__ == "__main__":
   UpperCAmelCase ,     UpperCAmelCase   =	compute_transform_tables("""Python""", """Algorithms""", -1, 1, 2, 2)
  
   UpperCAmelCase   =	len(operations)
   UpperCAmelCase   =	len(operations[0])
   UpperCAmelCase   =	assemble_transformation(operations, m - 1, n - 1)
  
   UpperCAmelCase   =	list("""Python""")
   UpperCAmelCase   =	0
   UpperCAmelCase   =	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   =	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))
  
  