


"""simple docstring"""



from __future__ import annotations

# This is the precision for this function which can be altered.
# It is recommended for users to keep this number greater than or equal to 10.
UpperCAmelCase      		=			10






def       lowerCamelCase					(a_						:int				,				a_						:int				,				a_						:list[int]				,				a_						:int)     ->							int:
							for i in range(a_				,				a_):
														if array[i] == target:
																					return i
							return -1






def       lowerCamelCase					(a_						:list[int]				,				a_						:int)     ->							int:
							lowercase		:str       							=				0
							lowercase		:Any       							=				len(a_)
							while left <= right:
														if right - left < precision:
																					return lin_search(a_				,				a_				,				a_				,				a_)

														lowercase		:Union[str, Any]       							=				(left + right) // 3 + 1
														lowercase		:int       							=				2 * (left + right) // 3 + 1

														if array[one_third] == target:
																					return one_third
														elif array[two_third] == target:
																					return two_third

														elif target < array[one_third]:
																					lowercase		:Dict       							=				one_third - 1
														elif array[two_third] < target:
																					lowercase		:Tuple       							=				two_third + 1

														else:
																					lowercase		:str       							=				one_third + 1
																					lowercase		:Optional[Any]       							=				two_third - 1
							else:
														return -1






def       lowerCamelCase					(a_						:int				,				a_						:int				,				a_						:list[int]				,				a_						:int)     ->							int:
							if left < right:
														if right - left < precision:
																					return lin_search(a_				,				a_				,				a_				,				a_)
														lowercase		:Any       							=				(left + right) // 3 + 1
														lowercase		:Union[str, Any]       							=				2 * (left + right) // 3 + 1

														if array[one_third] == target:
																					return one_third
														elif array[two_third] == target:
																					return two_third

														elif target < array[one_third]:
																					return rec_ternary_search(a_				,				one_third - 1				,				a_				,				a_)
														elif array[two_third] < target:
																					return rec_ternary_search(two_third + 1				,				a_				,				a_				,				a_)
														else:
																					return rec_ternary_search(one_third + 1				,				two_third - 1				,				a_				,				a_)
							else:
														return -1


if __name__ == "__main__":
	import doctest

	doctest.testmod()

	UpperCAmelCase      		=			input('''Enter numbers separated by comma:\n''').strip()
	UpperCAmelCase      		=			[int(item.strip()) for item in user_input.split(''',''')]
	assert collection == sorted(collection), F"List must be ordered.\n{collection}."
	UpperCAmelCase      		=			int(input('''Enter the number to be found in the list:\n''').strip())
	UpperCAmelCase      		=			ite_ternary_search(collection, target)
	UpperCAmelCase      		=			rec_ternary_search(0, len(collection) - 1, collection, target)
	if resulta != -1:
		print(F"""Iterative search: {target} found at positions: {resulta}""")
		print(F"""Recursive search: {target} found at positions: {resulta}""")
	else:
		print('''Not found''')





"""simple docstring"""



import unittest

from diffusers import FlaxAutoencoderKL
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax

from .test_modeling_common_flax import FlaxModelTesterMixin


if is_flax_available():
 import jax
@require_flax
class 					__magic_name__		(			__UpperCAmelCase			,						unittest.TestCase     ):
       __A			:      str        =   FlaxAutoencoderKL






       @property
       def  __snake_case						(   self  :    List[str]				):

              '''simple docstring'''






              lowercase		:Dict       							=				4
              lowercase		:Optional[int]       							=				3
              lowercase		:Any       							=				(3_2, 3_2)

              lowercase		:Optional[int]       							=				jax.random.PRNGKey(0				)
              lowercase		:Any       							=				jax.random.uniform(snake_case__  ,     ((batch_size, num_channels) + sizes)				)

              return {"sample": image, "prng_key": prng_key}







       def  __snake_case						(   self  :    Union[str, Any]				):

              '''simple docstring'''






              lowercase		:List[Any]       							=				{
                  '''block_out_channels''': [3_2, 6_4],
                  '''in_channels''': 3,
                  '''out_channels''': 3,
                  '''down_block_types''': ['''DownEncoderBlock2D''', '''DownEncoderBlock2D'''],
                  '''up_block_types''': ['''UpDecoderBlock2D''', '''UpDecoderBlock2D'''],
                  '''latent_channels''': 4,
              }
              lowercase		:Optional[int]       							=				self.dummy_input
              return init_dict, inputs_dict

