





import inspect
import warnings
from typing import Any, Dict, Optional, Union

from packaging import version






def      lowerCamelCase_						(				*_UpperCamelCase ,				_UpperCamelCase = None ,				_UpperCamelCase=True ,				_UpperCamelCase=2 )		->						Any:






				"""simple docstring"""


				from .. import __version__

				snake_case_						:    Dict				=  take_from
				snake_case_						:    Optional[int]				=  ()
				if not isinstance(args[0] ,				_UpperCamelCase ):
								snake_case_						:    Union[str, Any]				=  (args,)

				for attribute, version_name, message in args:
								if version.parse(version.parse(_UpperCamelCase ).base_version ) >= version.parse(_UpperCamelCase ):
												raise ValueError(
												    f'''The deprecation tuple {(attribute, version_name, message)} should be removed since diffusers\''''
												    f''' version {__version__} is >= {version_name}''' )

								snake_case_						:    List[Any]				=  None
								if isinstance(_UpperCamelCase ,				_UpperCamelCase ) and attribute in deprecated_kwargs:
												values += (deprecated_kwargs.pop(_UpperCamelCase ),)
												snake_case_						:    Tuple				=  f'''The `{attribute}` argument is deprecated and will be removed in version {version_name}.'''
								elif hasattr(_UpperCamelCase ,				_UpperCamelCase ):
												values += (getattr(_UpperCamelCase ,				_UpperCamelCase ),)
												snake_case_						:    Optional[int]				=  f'''The `{attribute}` attribute is deprecated and will be removed in version {version_name}.'''
								elif deprecated_kwargs is None:
												snake_case_						:    Union[str, Any]				=  f'''`{attribute}` is deprecated and will be removed in version {version_name}.'''

								if warning is not None:
												snake_case_						:    Optional[Any]				=  warning + ''' ''' if standard_warn else ''''''
												warnings.warn(warning + message ,				_UpperCamelCase ,				stacklevel=_UpperCamelCase )

				if isinstance(_UpperCamelCase ,				_UpperCamelCase ) and len(_UpperCamelCase ) > 0:
								snake_case_						:    Any				=  inspect.getouterframes(inspect.currentframe() )[1]
								snake_case_						:    Optional[int]				=  call_frame.filename
								snake_case_						:    str				=  call_frame.lineno
								snake_case_						:    Dict				=  call_frame.function
								snake_case_			,							snake_case_						:    str				=  next(iter(deprecated_kwargs.items() ) )
								raise TypeError(f'''{function} in {filename} line {line_number-1} got an unexpected keyword argument `{key}`''' )

				if len(_UpperCamelCase ) == 0:
								return
				elif len(_UpperCamelCase ) == 1:
								return values[0]
				return values







import PIL.Image
import PIL.ImageOps
from packaging import version
from PIL import Image


if version.parse(version.parse(PIL.__version__).base_version) >= version.parse('''9.1.0'''):
	lowerCAmelCase_    =				{
	    '''linear''': PIL.Image.Resampling.BILINEAR,
	    '''bilinear''': PIL.Image.Resampling.BILINEAR,
	    '''bicubic''': PIL.Image.Resampling.BICUBIC,
	    '''lanczos''': PIL.Image.Resampling.LANCZOS,
	    '''nearest''': PIL.Image.Resampling.NEAREST,
	}
else:
	lowerCAmelCase_    =				{
	    '''linear''': PIL.Image.LINEAR,
	    '''bilinear''': PIL.Image.BILINEAR,
	    '''bicubic''': PIL.Image.BICUBIC,
	    '''lanczos''': PIL.Image.LANCZOS,
	    '''nearest''': PIL.Image.NEAREST,
	}






def      lowerCamelCase_						(				_UpperCamelCase )		->						Optional[int]:






				"""simple docstring"""


				snake_case_						:    Dict				=  (images / 2 + 0.5).clamp(0 ,				1 )
				snake_case_						:    Dict				=  images.cpu().permute(0 ,				2 ,				3 ,				1 ).float().numpy()
				snake_case_						:    int				=  numpy_to_pil(_UpperCamelCase )
				return images






def      lowerCamelCase_						(				_UpperCamelCase )		->						List[Any]:






				"""simple docstring"""


				if images.ndim == 3:
								snake_case_						:    Optional[Any]				=  images[None, ...]
				snake_case_						:    Any				=  (images * 255).round().astype('''uint8''' )
				if images.shape[-1] == 1:
								# special case for grayscale (single channel) images
								snake_case_						:    str				=  [Image.fromarray(image.squeeze() ,				mode='''L''' ) for image in images]
				else:
								snake_case_						:    List[Any]				=  [Image.fromarray(_UpperCamelCase ) for image in images]

				return pil_images
