
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.
lowercase__							:							Any									=			1_0




def 	A_ (							snake_case							:   int ,      snake_case							:   int ,      snake_case							:   list[int] ,      snake_case							:   int )      ->    int:



						'''simple docstring'''

						for i in range(snake_case ,      snake_case ):
												if array[i] == target:
																		return i
						return -1




def 	A_ (							snake_case							:   list[int] ,      snake_case							:   int )      ->    int:



						'''simple docstring'''

						__UpperCamelCase       =			0
						__UpperCamelCase       =			len(snake_case )
						while left <= right:
												if right - left < precision:
																		return lin_search(snake_case ,      snake_case ,      snake_case ,      snake_case )

												__UpperCamelCase       =			(left + right) // 3 + 1
												__UpperCamelCase       =			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]:
																		__UpperCamelCase       =			one_third - 1
												elif array[two_third] < target:
																		__UpperCamelCase       =			two_third + 1

												else:
																		__UpperCamelCase       =			one_third + 1
																		__UpperCamelCase       =			two_third - 1
						else:
												return -1




def 	A_ (							snake_case							:   int ,      snake_case							:   int ,      snake_case							:   list[int] ,      snake_case							:   int )      ->    int:



						'''simple docstring'''

						if left < right:
												if right - left < precision:
																		return lin_search(snake_case ,      snake_case ,      snake_case ,      snake_case )
												__UpperCamelCase       =			(left + right) // 3 + 1
												__UpperCamelCase       =			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(snake_case ,      one_third - 1 ,      snake_case ,      snake_case )
												elif array[two_third] < target:
																		return rec_ternary_search(two_third + 1 ,      snake_case ,      snake_case ,      snake_case )
												else:
																		return rec_ternary_search(one_third + 1 ,      two_third - 1 ,      snake_case ,      snake_case )
						else:
												return -1


if __name__ == "__main__":
				import doctest

				doctest.testmod()

				lowercase__							:							Any									=			input("Enter numbers separated by comma:\n").strip()
				lowercase__							:							Dict									=			[int(item.strip()) for item in user_input.split(",")]
				assert collection == sorted(collection), F"List must be ordered.\n{collection}."
				lowercase__							:							Tuple									=			int(input("Enter the number to be found in the list:\n").strip())
				lowercase__							:							Dict									=			ite_ternary_search(collection, target)
				lowercase__							:							Optional[int]									=			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")






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        SCREAMING_SNAKE_CASE__    (							SCREAMING_SNAKE_CASE_   ,		unittest.TestCase    ):

							"""simple docstring"""






							_snake_case     		=  FlaxAutoencoderKL



							@property
							def     A__		(  self			)->   int:





													'''simple docstring'''






													__UpperCamelCase       =			4
													__UpperCamelCase       =			3
													__UpperCamelCase       =			(32, 32)

													__UpperCamelCase       =			jax.random.PRNGKey(0			)
													__UpperCamelCase       =			jax.random.uniform(SCREAMING_SNAKE_CASE_     ,	((batch_size, num_channels) + sizes)			)

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



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





													'''simple docstring'''






													__UpperCamelCase       =			{
													    '''block_out_channels''': [32, 64],
													    '''in_channels''': 3,
													    '''out_channels''': 3,
													    '''down_block_types''': ['''DownEncoderBlock2D''', '''DownEncoderBlock2D'''],
													    '''up_block_types''': ['''UpDecoderBlock2D''', '''UpDecoderBlock2D'''],
													    '''latent_channels''': 4,
													}
													__UpperCamelCase       =			self.dummy_input
													return init_dict, inputs_dict




