

"""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 					snake_case			:

				def 							lowercase_  (			self							:       Dict)->     Dict:



						'''simple docstring'''


						__lowerCAmelCase   ,				__lowerCAmelCase: List[Any]					   =    self.prepare_init_args_and_inputs_for_common()

						__lowerCAmelCase: List[str]					   =    self.model_class(**UpperCamelCase__)
						__lowerCAmelCase: Dict					   =    model.init(inputs_dict["prng_key"]  ,						inputs_dict["sample"])
						jax.lax.stop_gradient(UpperCamelCase__)

						__lowerCAmelCase: Optional[int]					   =    model.apply(UpperCamelCase__  ,						inputs_dict["sample"])

						if isinstance(UpperCamelCase__  ,						UpperCamelCase__):
								__lowerCAmelCase: List[Any]					   =    output.sample

						self.assertIsNotNone(UpperCamelCase__)
						__lowerCAmelCase: Union[str, Any]					   =    inputs_dict["sample"].shape
						self.assertEqual(output.shape  ,						UpperCamelCase__  ,						"Input and output shapes do not match")

				def 							lowercase_  (			self							:       Optional[Any])->     Optional[int]:



						'''simple docstring'''


						__lowerCAmelCase   ,				__lowerCAmelCase: Any					   =    self.prepare_init_args_and_inputs_for_common()

						__lowerCAmelCase: str					   =    1_6
						__lowerCAmelCase: List[Any]					   =    (1_6, 3_2)

						__lowerCAmelCase: Dict					   =    self.model_class(**UpperCamelCase__)
						__lowerCAmelCase: int					   =    model.init(inputs_dict["prng_key"]  ,						inputs_dict["sample"])
						jax.lax.stop_gradient(UpperCamelCase__)

						__lowerCAmelCase: Union[str, Any]					   =    model.apply(UpperCamelCase__  ,						inputs_dict["sample"])

						if isinstance(UpperCamelCase__  ,						UpperCamelCase__):
								__lowerCAmelCase: Union[str, Any]					   =    output.sample

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




				def 							lowercase_  (			self							:       List[Any])->     List[Any]:



						'''simple docstring'''


						__lowerCAmelCase: Any					   =    "kwargs" in inspect.signature(self.model_class.__init__).parameters
						__lowerCAmelCase: 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 					a__					(					__SCREAMING_SNAKE_CASE = 1_0_0_0				)			->			int:
		__lowerCAmelCase: int					   =    0
		__lowerCAmelCase: Optional[int]					   =    0
		while 1:
				num += 3
				if num >= n:
						break
				total += num
				num += 2
				if num >= n:
						break
				total += num
				num += 1
				if num >= n:
						break
				total += num
				num += 3
				if num >= n:
						break
				total += num
				num += 1
				if num >= n:
						break
				total += num
				num += 2
				if num >= n:
						break
				total += num
				num += 3
				if num >= n:
						break
				total += num
		return total


if __name__ == "__main__":
			print(F'''{solution() = }''')


