


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  ):
       lowercase_					:      List[Any]       					=     FlaxAutoencoderKL
       @property
       def      UpperCamelCase	(   self)			->  List[Any]:




           """simple docstring"""

           _lowercase			:				Any 						=						4
           _lowercase			:				str 						=						3
           _lowercase			:				str 						=						(32, 32)

           _lowercase			:				int 						=						jax.random.PRNGKey(0)
           _lowercase			:				Tuple 						=						jax.random.uniform(lowerCamelCase, ((batch_size, num_channels) + sizes))

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




       def      UpperCamelCase	(   self)			->  str:




           """simple docstring"""

           _lowercase			:				List[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,
           }
           _lowercase			:				Any 						=						self.dummy_input
           return init_dict, inputs_dict






def 							UpperCamelCase_( lowerCamelCase_					)       ->		int:

    if not isinstance(lowerCamelCase_				,					lowerCamelCase_					):
        raise ValueError('multiplicative_persistence() only accepts integral values'					)
    if num < 0:
        raise ValueError('multiplicative_persistence() does not accept negative values'					)

    _lowercase			:				List[str] 						=						0
    _lowercase			:				Optional[int] 						=						str(lowerCamelCase_					)

    while len(lowerCamelCase_					) != 1:
        _lowercase			:				Any 						=						[int(lowerCamelCase_					) for i in num_string]

        _lowercase			:				List[Any] 						=						1
        for i in range(0				,					len(lowerCamelCase_					)					):
            total *= numbers[i]

        _lowercase			:				Optional[Any] 						=						str(lowerCamelCase_					)

        steps += 1
    return steps



def 							UpperCamelCase_( lowerCamelCase_					)       ->		int:

    if not isinstance(lowerCamelCase_				,					lowerCamelCase_					):
        raise ValueError('additive_persistence() only accepts integral values'					)
    if num < 0:
        raise ValueError('additive_persistence() does not accept negative values'					)

    _lowercase			:				Optional[int] 						=						0
    _lowercase			:				str 						=						str(lowerCamelCase_					)

    while len(lowerCamelCase_					) != 1:
        _lowercase			:				Dict 						=						[int(lowerCamelCase_					) for i in num_string]

        _lowercase			:				Any 						=						0
        for i in range(0				,					len(lowerCamelCase_					)					):
            total += numbers[i]

        _lowercase			:				Dict 						=						str(lowerCamelCase_					)

        steps += 1
    return steps


if __name__ == "__main__":
 import doctest

 doctest.testmod()


