


"""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>]`""")





"""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))

