code: 
  
  import inspect
  
  from diffusers.utils import is_flax_available
  from diffusers.utils.testing_utils import require_flax
  
  
  if is_flax_available():
  			import jax
  
  
  
  
  
  
  @require_flax
  class     lowerCamelCase_			:
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    List[str]       ):
  		__A						,							__A   : List[Any]								= self.prepare_init_args_and_inputs_for_common()
  
  		__A   : Optional[Any]								= self.model_class(**__A       )
  		__A   : Tuple								= model.init(inputs_dict["""prng_key"""]				,			inputs_dict["""sample"""]       )
  		jax.lax.stop_gradient(__A       )
  
  		__A   : Tuple								= model.apply(__A				,			inputs_dict["""sample"""]       )
  
  		if isinstance(__A				,			__A       ):
  			__A   : str								= output.sample
  
  		self.assertIsNotNone(__A       )
  		__A   : Optional[int]								= inputs_dict["""sample"""].shape
  		self.assertEqual(output.shape				,			__A				,			"""Input and output shapes do not match"""       )
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    List[Any]       ):
  		__A						,							__A   : Union[str, Any]								= self.prepare_init_args_and_inputs_for_common()
  
  		__A   : str								= 16
  		__A   : Dict								= (16, 32)
  
  		__A   : int								= self.model_class(**__A       )
  		__A   : Dict								= model.init(inputs_dict["""prng_key"""]				,			inputs_dict["""sample"""]       )
  		jax.lax.stop_gradient(__A       )
  
  		__A   : Dict								= model.apply(__A				,			inputs_dict["""sample"""]       )
  
  		if isinstance(__A				,			__A       ):
  			__A   : Tuple								= output.sample
  
  		self.assertIsNotNone(__A       )
  		__A   : List[Any]								= inputs_dict["""sample"""].shape
  		self.assertEqual(output.shape				,			__A				,			"""Input and output shapes do not match"""       )
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    Tuple       ):
  		__A   : List[Any]								= """kwargs""" in inspect.signature(self.model_class.__init__       ).parameters
  		__A   : Dict								= len(self.model_class._deprecated_kwargs       ) > 0
  
  		if has_kwarg_in_model_class and not has_deprecated_kwarg:
  			raise ValueError(
  			    F"""{self.model_class} has `**kwargs` in its __init__ method but has not defined any deprecated kwargs"""
  			    """ under the `_deprecated_kwargs` class attribute. Make sure to either remove `**kwargs` if there are"""
  			    """ no deprecated arguments or add the deprecated argument with `_deprecated_kwargs ="""
  			    """ [<deprecated_argument>]`"""       )
  
  		if not has_kwarg_in_model_class and has_deprecated_kwarg:
  			raise ValueError(
  			    F"""{self.model_class} doesn't have `**kwargs` in its __init__ method but has defined deprecated kwargs"""
  			    """ under the `_deprecated_kwargs` class attribute. Make sure to either add the `**kwargs` argument to"""
  			    F""" {self.model_class}.__init__ if there are deprecated arguments or remove the deprecated argument"""
  			    """ from `_deprecated_kwargs = [<deprecated_argument>]`"""       )
  
  
  
  
  
  
style_context: 
  
  import unittest
  from pathlib import Path
  
  from transformers import is_vision_available, load_tool
  from transformers.testing_utils import get_tests_dir
  
  from .test_tools_common import ToolTesterMixin
  
  
  if is_vision_available():
  			from PIL import Image
  
  
  
  
  
  
  class     lowerCamelCase_			(  unittest.TestCase	,			_lowercase  ):
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    Dict       ):
  		__A   : str								= load_tool("""image-captioning"""       )
  		self.tool.setup()
  		__A   : Dict								= load_tool("""image-captioning"""				,			remote=__A       )
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    Optional[int]       ):
  		__A   : List[Any]								= Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""       )       ) / """000000039769.png"""       )
  		__A   : Optional[Any]								= self.tool(__A       )
  		self.assertEqual(__A				,			"""two cats sleeping on a couch"""       )
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    Dict       ):
  		__A   : Any								= Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""       )       ) / """000000039769.png"""       )
  		__A   : List[str]								= self.remote_tool(__A       )
  		self.assertEqual(__A				,			"""two cats sleeping on a couch"""       )
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    Union[str, Any]       ):
  		__A   : Optional[Any]								= Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""       )       ) / """000000039769.png"""       )
  		__A   : str								= self.tool(image=__A       )
  		self.assertEqual(__A				,			"""two cats sleeping on a couch"""       )
  
  
  
  
  	def 					lowerCAmelCase_					(    self	:    str       ):
  		__A   : Dict								= Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""       )       ) / """000000039769.png"""       )
  		__A   : List[Any]								= self.remote_tool(image=__A       )
  		self.assertEqual(__A				,			"""two cats sleeping on a couch"""       )
  
  
  
  
  
  