


'''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        __snake_case	(       _SCREAMING_SNAKE_CASE     ,unittest.TestCase):







				"""simple docstring"""



				lowercase       			= FlaxAutoencoderKL

				@property
				def __lowercase       (       self   :  List[str]		)       ->  int:
						lowerCAmelCase_      :				int      =       4
						lowerCAmelCase_      :				Tuple      =       3
						lowerCAmelCase_      :				Union[str, Any]      =       (32, 32)

						lowerCAmelCase_      :				List[Any]      =       jax.random.PRNGKey(0		)
						lowerCAmelCase_      :				Union[str, Any]      =       jax.random.uniform(lowerCamelCase   ,						((batch_size, num_channels) + sizes)		)

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





				def __lowercase       (       self   :  Any		)       ->  int:
						lowerCAmelCase_      :				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,
						}
						lowerCAmelCase_      :				Dict      =       self.dummy_input
						return init_dict, inputs_dict







'''simple docstring'''






# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import argparse
import os

from accelerate.utils import ComputeEnvironment

from .cluster import get_cluster_input
from .config_args import cache_dir, default_config_file, default_yaml_config_file, load_config_from_file  # noqa: F401
from .config_utils import _ask_field, _ask_options, _convert_compute_environment  # noqa: F401
from .sagemaker import get_sagemaker_input


__A :  str    							=				"Launches a series of prompts to create and save a `default_config.yaml` configuration file for your training system. Should always be ran first on your machine"







def     UpperCamelCase_      (   ):
  '''simple docstring'''





  lowerCAmelCase_      :				List[Any]      =       _ask_options(
      """In which compute environment are you running?"""							,   ["""This machine""", """AWS (Amazon SageMaker)"""]							,   _convert_compute_environment							,   )
  if compute_environment == ComputeEnvironment.AMAZON_SAGEMAKER:
    lowerCAmelCase_      :				str      =       get_sagemaker_input()
  else:
    lowerCAmelCase_      :				Optional[int]      =       get_cluster_input()
  return config







def     UpperCamelCase_      (   A__ :       Optional[Any]=None ):
  '''simple docstring'''





  if subparsers is not None:
    lowerCAmelCase_      :				List[str]      =       subparsers.add_parser("""config"""							,   description=A__ )
  else:
    lowerCAmelCase_      :				Optional[int]      =       argparse.ArgumentParser("""Accelerate config command"""							,   description=A__ )

  parser.add_argument(
      """--config_file"""							,   default=A__							,   help=(
          """The path to use to store the config file. Will default to a file named default_config.yaml in the cache """
          """location, which is the content of the environment `HF_HOME` suffixed with 'accelerate', or if you don't have """
          """such an environment variable, your cache directory ('~/.cache' or the content of `XDG_CACHE_HOME`) suffixed """
          """with 'huggingface'."""
      )							,   )

  if subparsers is not None:
    parser.set_defaults(func=A__ )
  return parser







def     UpperCamelCase_      (   A__ :       Any ):
  '''simple docstring'''





  lowerCAmelCase_      :				Dict      =       get_user_input()
  if args.config_file is not None:
    lowerCAmelCase_      :				List[str]      =       args.config_file
  else:
    if not os.path.isdir(A__ ):
      os.makedirs(A__ )
    lowerCAmelCase_      :				List[Any]      =       default_yaml_config_file

  if config_file.endswith(""".json""" ):
    config.to_json_file(A__ )
  else:
    config.to_yaml_file(A__ )
  print(f'accelerate configuration saved at {config_file}' )







def     UpperCamelCase_      (   ):
  '''simple docstring'''





  lowerCAmelCase_      :				str      =       config_command_parser()
  lowerCAmelCase_      :				Tuple      =       parser.parse_args()
  config_command(A__ )


if __name__ == "__main__":
  main()



