


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 					lowerCAmelCase_ (       _a			,unittest.TestCase):
						lowerCamelCase_         =     FlaxAutoencoderKL




						@property
						def  _snake_case					(	self						:   Tuple						)      ->str:






									"""simple docstring"""






									a__ :int						  =    4
									a__ :Optional[int]						  =    3
									a__ :Optional[Any]						  =    (32, 32)

									a__ :Optional[int]						  =    jax.random.PRNGKey(0						)
									a__ :List[str]						  =    jax.random.uniform(__A   ,     ((batch_size, num_channels) + sizes)						)

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






						def  _snake_case					(	self						:   Tuple						)      ->Dict:






									"""simple docstring"""






									a__ :int						  =    {
									    "block_out_channels": [32, 64],
									    "in_channels": 3,
									    "out_channels": 3,
									    "down_block_types": ["DownEncoderBlock2D", "DownEncoderBlock2D"],
									    "up_block_types": ["UpDecoderBlock2D", "UpDecoderBlock2D"],
									    "latent_channels": 4,
									}
									a__ :Optional[Any]						  =    self.dummy_input
									return init_dict, inputs_dict






def 				lowerCamelCase__	(      a	:   int = 1_000_000				)    ->	int:





			"""simple docstring"""
			a__ :int						  =    [i - 1 for i in range(limit + 1				)]

			for i in range(2	,  limit + 1				):
						if phi[i] == i - 1:
									for j in range(2 * i	,  limit + 1	,  a				):
												phi[j] -= phi[j] // i

			return sum(phi[2 : limit + 1]				)


if __name__ == "__main__":
		print(solution())


