





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'''):
							UpperCAmelCase__									={
							    '''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:
							UpperCAmelCase__									={
							    '''linear''': PIL.Image.LINEAR,
							    '''bilinear''': PIL.Image.BILINEAR,
							    '''bicubic''': PIL.Image.BICUBIC,
							    '''lanczos''': PIL.Image.LANCZOS,
							    '''nearest''': PIL.Image.NEAREST,
							}





def      _lowercase					(						_UpperCAmelCase				)						->  Optional[Any]:
				lowerCamelCase	 =(images / 2 + 0.5).clamp(0			,      1				)
				lowerCamelCase	 =images.cpu().permute(0			,      2			,      3			,      1				).float().numpy()
				lowerCamelCase	 =numpy_to_pil(_UpperCAmelCase				)
				return images





def      _lowercase					(						_UpperCAmelCase				)						->  Union[str, Any]:
				if images.ndim == 3:
								lowerCamelCase	 =images[None, ...]
				lowerCamelCase	 =(images * 2_55).round().astype("""uint8"""				)
				if images.shape[-1] == 1:
								# special case for grayscale (single channel) images
								lowerCamelCase	 =[Image.fromarray(image.squeeze()			,      mode="""L"""				) for image in images]
				else:
								lowerCamelCase	 =[Image.fromarray(_UpperCAmelCase				) for image in images]

				return pil_images












import os

try:
							from .build_directory_md import good_file_paths
except ImportError:
							from build_directory_md import good_file_paths  # type: ignore

UpperCAmelCase__						:			List[Any]									=list(good_file_paths())
assert filepaths, "good_file_paths() failed!"

UpperCAmelCase__						:			Dict									=[file for file in filepaths if file != file.lower()]
if upper_files:
							print(F"{len(upper_files)} files contain uppercase characters:")
							print('''\n'''.join(upper_files) + '''\n''')

UpperCAmelCase__						:			Dict									=[file for file in filepaths if ''' ''' in file]
if space_files:
							print(F"{len(space_files)} files contain space characters:")
							print('''\n'''.join(space_files) + '''\n''')

UpperCAmelCase__						:			Dict									=[file for file in filepaths if '''-''' in file]
if hyphen_files:
							print(F"{len(hyphen_files)} files contain hyphen characters:")
							print('''\n'''.join(hyphen_files) + '''\n''')

UpperCAmelCase__						:			Optional[int]									=[file for file in filepaths if os.sep not in file]
if nodir_files:
							print(F"{len(nodir_files)} files are not in a directory:")
							print('''\n'''.join(nodir_files) + '''\n''')

UpperCAmelCase__						:			str									=len(upper_files + space_files + hyphen_files + nodir_files)
if bad_files:
							import sys

							sys.exit(bad_files)





