





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			):
	UpperCAmelCase__					=			FlaxAutoencoderKL
	@property
	def      _lowercase				(    self		):






				'''simple docstring'''







				UpperCAmelCase   		=				4
				UpperCAmelCase   		=				3
				UpperCAmelCase   		=				(3_2, 3_2)

				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      _lowercase				(    self		):






				'''simple docstring'''







				UpperCAmelCase   		=				{
				    '''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,
				}
				UpperCAmelCase   		=				self.dummy_input
				return init_dict, inputs_dict






'''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 						lowerCAmelCase__   (      a ,					unittest.TestCase					):



 """simple docstring"""



 lowerCAmelCase__  					=      FlaxAutoencoderKL
 @property
 def       UpperCAmelCase__		(		self					:       Tuple			)  -> List[str]:


      """simple docstring"""




      __SCREAMING_SNAKE_CASE     =      4
      __SCREAMING_SNAKE_CASE     =      3
      __SCREAMING_SNAKE_CASE     =      (32, 32)

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

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


 def       UpperCAmelCase__		(		self					:       Union[str, Any]			)  -> Any:


      """simple docstring"""




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






