




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   __a(					_a    ,						unittest.TestCase       ):






    """simple docstring"""





    lowerCAmelCase        =				FlaxAutoencoderKL





    @property
    def 							a__				(				self  )			->		Optional[Any]:
         UpperCAmelCase_      :							Dict       =      4
         UpperCAmelCase_      :							Tuple       =      3
         UpperCAmelCase_      :							Union[str, Any]       =      (32, 32)

         UpperCAmelCase_      :							List[Any]       =      jax.random.PRNGKey(0  )
         UpperCAmelCase_      :							str       =      jax.random.uniform(_SCREAMING_SNAKE_CASE       ,((batch_size, num_channels) + sizes)  )

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





    def 							a__				(				self  )			->		int:
         UpperCAmelCase_      :							Optional[Any]       =      {
             '''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_      :							str       =      self.dummy_input
         return init_dict, inputs_dict





from math import ceil







def lowerCamelCase__       (      _lowercase = 1001				):

     '''simple docstring'''


     UpperCAmelCase_      :							Optional[Any]       =      1

     for i in range(1			,						int(ceil(n / 2.0				)				)				):
          UpperCAmelCase_      :							List[Any]       =      2 * i + 1
          UpperCAmelCase_      :							Optional[int]       =      2 * i
          UpperCAmelCase_      :							Any       =      total + 4 * odd**2 - 6 * even

     return total


if __name__ == "__main__":
     import sys

     if len(sys.argv) == 1:
          print(solution())
     else:
          try:
               __a          =			int(sys.argv[1])
               print(solution(n))
          except ValueError:
               print('Invalid entry - please enter a number')