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					(SCREAMING_SNAKE_CASE__  ,      unittest.TestCase					):
  """simple docstring"""







  lowerCamelCase__     =						FlaxAutoencoderKL







  @property
  def    __A     (							self :       Tuple   )  ->	List[str]:
        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(__magic_name__  ,     ((batch_size, num_channels) + sizes)   )

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







  def    __A     (							self :       Dict   )  ->	List[Any]:
        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



from typing import Optional
from urllib.parse import quote

import huggingface_hub as hfh
from packaging import version


def      a__ (		__UpperCamelCase     ,      __UpperCamelCase     ,      __UpperCamelCase = None				):
      if version.parse(hfh.__version__				).release < version.parse("0.11.0"				).release:
            # old versions of hfh don't url-encode the file path
            SCREAMING_SNAKE_CASE_          =  quote(__UpperCamelCase				)
      return hfh.hf_hub_url(__UpperCamelCase     ,      __UpperCamelCase     ,      repo_type="dataset"     ,      revision=__UpperCamelCase				)


