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        UpperCAmelCase_					:




    def     __lowerCamelCase			(       self	: str )						->			Optional[Any]:
      a__		,a__  		=  self.prepare_init_args_and_inputs_for_common()

      a__  		=  self.model_class(**lowerCAmelCase )
      a__  		=  model.init(inputs_dict["prng_key"]   ,   inputs_dict["sample"] )
      jax.lax.stop_gradient(lowerCAmelCase )

      a__  		=  model.apply(lowerCAmelCase   ,   inputs_dict["sample"] )

      if isinstance(lowerCAmelCase   ,   lowerCAmelCase ):
        a__  		=  output.sample

      self.assertIsNotNone(lowerCAmelCase )
      a__  		=  inputs_dict["sample"].shape
      self.assertEqual(output.shape   ,   lowerCAmelCase   ,   "Input and output shapes do not match" )




    def     __lowerCamelCase			(       self	: List[Any] )						->			int:
      a__		,a__  		=  self.prepare_init_args_and_inputs_for_common()

      a__  		=  16
      a__  		=  (16, 32)

      a__  		=  self.model_class(**lowerCAmelCase )
      a__  		=  model.init(inputs_dict["prng_key"]   ,   inputs_dict["sample"] )
      jax.lax.stop_gradient(lowerCAmelCase )

      a__  		=  model.apply(lowerCAmelCase   ,   inputs_dict["sample"] )

      if isinstance(lowerCAmelCase   ,   lowerCAmelCase ):
        a__  		=  output.sample

      self.assertIsNotNone(lowerCAmelCase )
      a__  		=  inputs_dict["sample"].shape
      self.assertEqual(output.shape   ,   lowerCAmelCase   ,   "Input and output shapes do not match" )




    def     __lowerCamelCase			(       self	: Tuple )						->			Optional[Any]:
      a__  		=  "kwargs" in inspect.signature(self.model_class.__init__ ).parameters
      a__  		=  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>]`" )


from typing import List

import datasets
from datasets.tasks import ImageClassification

from ..folder_based_builder import folder_based_builder


_SCREAMING_SNAKE_CASE     =     datasets.utils.logging.get_logger(__name__)







class        UpperCAmelCase_					(				folder_based_builder.FolderBasedBuilderConfig     ):
    UpperCAmelCase_      :							bool    			=				None
    UpperCAmelCase_      :							bool    			=				None







class        UpperCAmelCase_					(				folder_based_builder.FolderBasedBuilder     ):
    UpperCAmelCase_      :							Any    			=				datasets.Image()
    UpperCAmelCase_      :							List[Any]    			=				'image'
    UpperCAmelCase_      :							int    			=				ImageFolderConfig
    UpperCAmelCase_      :							List[str]  # definition at the bottom of the script
    UpperCAmelCase_      :							Dict    			=				ImageClassification(image_column='image'  ,  label_column='label'     )

_SCREAMING_SNAKE_CASE     =     [
    """.blp""",
    """.bmp""",
    """.dib""",
    """.bufr""",
    """.cur""",
    """.pcx""",
    """.dcx""",
    """.dds""",
    """.ps""",
    """.eps""",
    """.fit""",
    """.fits""",
    """.fli""",
    """.flc""",
    """.ftc""",
    """.ftu""",
    """.gbr""",
    """.gif""",
    """.grib""",
    """.h5""",
    """.hdf""",
    """.png""",
    """.apng""",
    """.jp2""",
    """.j2k""",
    """.jpc""",
    """.jpf""",
    """.jpx""",
    """.j2c""",
    """.icns""",
    """.ico""",
    """.im""",
    """.iim""",
    """.tif""",
    """.tiff""",
    """.jfif""",
    """.jpe""",
    """.jpg""",
    """.jpeg""",
    """.mpg""",
    """.mpeg""",
    """.msp""",
    """.pcd""",
    """.pxr""",
    """.pbm""",
    """.pgm""",
    """.ppm""",
    """.pnm""",
    """.psd""",
    """.bw""",
    """.rgb""",
    """.rgba""",
    """.sgi""",
    """.ras""",
    """.tga""",
    """.icb""",
    """.vda""",
    """.vst""",
    """.webp""",
    """.wmf""",
    """.emf""",
    """.xbm""",
    """.xpm""",
]
_SCREAMING_SNAKE_CASE     =     IMAGE_EXTENSIONS

