



'''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   ):
							lowerCAmelCase       :    Optional[int]   				=					FlaxAutoencoderKL







							@property
							def 							__lowercase			(							self					:       str		):
									_a     :      Dict        =							4
									_a     :      Dict        =							3
									_a     :      str        =							(32, 32)

									_a     :      Tuple        =							jax.random.PRNGKey(0		)
									_a     :      List[str]        =							jax.random.uniform(_UpperCAmelCase	,((batch_size, num_channels) + sizes)		)

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







							def 							__lowercase			(							self					:       Tuple		):
									_a     :      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,
									}
									_a     :      Any        =							self.dummy_input
									return init_dict, inputs_dict









'''simple docstring'''

def      __lowerCamelCase     (      )			->      Tuple:
		for n in range(1						,			1000000  ):
				yield n * (n + 1) // 2



def      __lowerCamelCase     (      lowerCAmelCase_  )			->      List[Any]:
		_a     :      Any        =							1
		_a     :      Tuple        =							2
		while i * i <= n:
				_a     :      Tuple        =							0
				while n % i == 0:
						n //= i
						multiplicity += 1
				divisors_count *= multiplicity + 1
				i += 1
		if n > 1:
				divisors_count *= 2
		return divisors_count



def      __lowerCamelCase     (      )			->      str:
		return next(i for i in triangle_number_generator() if count_divisors(lowerCAmelCase_  ) > 500  )


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




