


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   a (	self					:	Dict     )       ->				List[str]:



											'''simple docstring'''





											__magic_name__		,			__magic_name__ 		=			self.prepare_init_args_and_inputs_for_common()

											__magic_name__ 		=			self.model_class(**_lowerCAmelCase     )
											__magic_name__ 		=			model.init(inputs_dict['prng_key']  ,			inputs_dict['sample']     )
											jax.lax.stop_gradient(_lowerCAmelCase     )

											__magic_name__ 		=			model.apply(_lowerCAmelCase  ,			inputs_dict['sample']     )

											if isinstance(_lowerCAmelCase  ,			_lowerCAmelCase     ):
																	__magic_name__ 		=			output.sample

											self.assertIsNotNone(_lowerCAmelCase     )
											__magic_name__ 		=			inputs_dict['sample'].shape
											self.assertEqual(output.shape  ,			_lowerCAmelCase  ,			'Input and output shapes do not match'     )
					def   a (	self					:	Union[str, Any]     )       ->				List[str]:



											'''simple docstring'''





											__magic_name__		,			__magic_name__ 		=			self.prepare_init_args_and_inputs_for_common()

											__magic_name__ 		=			1_6
											__magic_name__ 		=			(1_6, 3_2)

											__magic_name__ 		=			self.model_class(**_lowerCAmelCase     )
											__magic_name__ 		=			model.init(inputs_dict['prng_key']  ,			inputs_dict['sample']     )
											jax.lax.stop_gradient(_lowerCAmelCase     )

											__magic_name__ 		=			model.apply(_lowerCAmelCase  ,			inputs_dict['sample']     )

											if isinstance(_lowerCAmelCase  ,			_lowerCAmelCase     ):
																	__magic_name__ 		=			output.sample

											self.assertIsNotNone(_lowerCAmelCase     )
											__magic_name__ 		=			inputs_dict['sample'].shape
											self.assertEqual(output.shape  ,			_lowerCAmelCase  ,			'Input and output shapes do not match'     )







					def   a (	self					:	Tuple     )       ->				Dict:



											'''simple docstring'''





											__magic_name__ 		=			'kwargs' in inspect.signature(self.model_class.__init__     ).parameters
											__magic_name__ 		=			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>]`'     )





def 							UpperCamelCase_  (				__snake_case			:						list[int]     )->      tuple[int, int]:




						'''simple docstring'''
						# base case
						if len(__snake_case     ) == 1:
												return a[0], a[0]
						else:
												# split A into half.
												__magic_name__ 		=			a[: len(__snake_case     ) // 2]
												__magic_name__ 		=			a[len(__snake_case     ) // 2 :]

												# 2 sub problems, 1/2 of original size.
												__magic_name__		,			__magic_name__ 		=			max_difference(__snake_case     )
												__magic_name__		,			__magic_name__ 		=			max_difference(__snake_case     )

												# get min of first and max of second
												# linear time
												__magic_name__ 		=			min(__snake_case     )
												__magic_name__ 		=			max(__snake_case     )

												# 3 cases, either (small1, big1),
												# (min_first, max_second), (small2, big2)
												# constant comparisons
												if biga - smalla > max_second - min_first and biga - smalla > biga - smalla:
																		return smalla, biga
												elif biga - smalla > max_second - min_first:
																		return smalla, biga
												else:
																		return min_first, max_second


if __name__ == "__main__":
					import doctest

					doctest.testmod()

