



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 	snake_case_			:




       """simple docstring"""






       def 			A_ (  self):

             """simple docstring"""





             UpperCAmelCase_	:						Dict					   =		self.prepare_init_args_and_inputs_for_common()

             UpperCAmelCase_	:						int					   =		self.model_class(**lowercase)
             UpperCAmelCase_	:						str					   =		model.init(inputs_dict["prng_key"]  ,inputs_dict["sample"])
             jax.lax.stop_gradient(lowercase)

             UpperCAmelCase_	:						List[Any]					   =		model.apply(lowercase  ,inputs_dict["sample"])

             if isinstance(lowercase  ,lowercase):
                   UpperCAmelCase_	:						Optional[Any]					   =		output.sample

             self.assertIsNotNone(lowercase)
             UpperCAmelCase_	:						List[Any]					   =		inputs_dict["""sample"""].shape
             self.assertEqual(output.shape  ,lowercase  ,"Input and output shapes do not match")



       def 			A_ (  self):

             """simple docstring"""





             UpperCAmelCase_	:						Tuple					   =		self.prepare_init_args_and_inputs_for_common()

             UpperCAmelCase_	:						Tuple					   =		16
             UpperCAmelCase_	:						Optional[int]					   =		(16, 32)

             UpperCAmelCase_	:						Any					   =		self.model_class(**lowercase)
             UpperCAmelCase_	:						Optional[int]					   =		model.init(inputs_dict["prng_key"]  ,inputs_dict["sample"])
             jax.lax.stop_gradient(lowercase)

             UpperCAmelCase_	:						List[str]					   =		model.apply(lowercase  ,inputs_dict["sample"])

             if isinstance(lowercase  ,lowercase):
                   UpperCAmelCase_	:						Optional[Any]					   =		output.sample

             self.assertIsNotNone(lowercase)
             UpperCAmelCase_	:						List[str]					   =		inputs_dict["""sample"""].shape
             self.assertEqual(output.shape  ,lowercase  ,"Input and output shapes do not match")



       def 			A_ (  self):

             """simple docstring"""





             UpperCAmelCase_	:						Dict					   =		"""kwargs""" in inspect.signature(self.model_class.__init__).parameters
             UpperCAmelCase_	:						Optional[Any]					   =		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   A_    (     _lowercase,   _lowercase,   _lowercase,   _lowercase      ):







						'''simple docstring'''


						snake_case_					:Dict		=     int((lower_bound + upper_bound) // 2      )
						if array[r] == value:
												return r
						if lower_bound >= upper_bound:
												return -1
						if array[r] < value:
												return binary_search(_lowercase,   r + 1,   _lowercase,   _lowercase      )
						else:
												return binary_search(_lowercase,   _lowercase,   r - 1,   _lowercase      )
def   A_    (     _lowercase,   _lowercase      ):







						'''simple docstring'''


						snake_case_					:Any		=     0
						if matrix[index][0] == value:
												return [index, 0]
						while index < len(_lowercase      ) and matrix[index][0] < value:
												snake_case_					:List[str]		=     binary_search(matrix[index],   0,   len(matrix[index]      ) - 1,   _lowercase      )
												if r != -1:
																		return [index, r]
												index += 1
						return [-1, -1]


if __name__ == "__main__":
						import doctest

						doctest.testmod()
