


"""simple docstring"""



def       lowerCamelCase					(a_						:List[str]				,				a_						:Optional[Any])     ->							Optional[int]:
							assert x is not None
							assert y is not None

							lowercase		:List[Any]       							=				len(lowerCamelCase__)
							lowercase		:Union[str, Any]       							=				len(lowerCamelCase__)

							# declaring the array for storing the dp values
							lowercase		:Optional[int]       							=				[[0] * (n + 1) for _ in range(m + 1)]  # noqa: E741

							for i in range(1				,				m + 1):
														for j in range(1				,				n + 1):
																					lowercase		:Tuple       							=				1 if x[i - 1] == y[j - 1] else 0

																					lowercase		:Tuple       							=				max(l[i - 1][j]				,				l[i][j - 1]				,				l[i - 1][j - 1] + match)

							lowercase		:Dict       							=				""
							lowercase		:Tuple       							=				m, n
							while i > 0 and j > 0:
														lowercase		:List[Any]       							=				1 if x[i - 1] == y[j - 1] else 0

														if l[i][j] == l[i - 1][j - 1] + match:
																					if match == 1:
																												lowercase		:Union[str, Any]       							=				x[i - 1] + seq
																					i -= 1
																					j -= 1
														elif l[i][j] == l[i - 1][j]:
																					i -= 1
														else:
																					j -= 1

							return l[m][n], seq


if __name__ == "__main__":
	UpperCAmelCase      		=			"AGGTAB"
	UpperCAmelCase      		=			"GXTXAYB"
	UpperCAmelCase      		=			4
	UpperCAmelCase      		=			"GTAB"

	UpperCAmelCase      		=			longest_common_subsequence(a, b)
	print('''len =''', ln, ''', sub-sequence =''', subseq)
	import doctest

	doctest.testmod()





"""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

