

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	:     Any		       = {
					    """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	:     Optional[int]		       = {
					    """linear""": PIL.Image.LINEAR,
					    """bilinear""": PIL.Image.BILINEAR,
					    """bicubic""": PIL.Image.BICUBIC,
					    """lanczos""": PIL.Image.LANCZOS,
					    """nearest""": PIL.Image.NEAREST,
					}





def       __lowerCamelCase			(				UpperCamelCase__   ):







							'''simple docstring'''






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





def       __lowerCamelCase			(				UpperCamelCase__   ):







							'''simple docstring'''






							if images.ndim == 3:
														snake_case_           =					images[None, ...]
							snake_case_           =					(images * 255).round().astype('uint8'   )
							if images.shape[-1] == 1:
														# special case for grayscale (single channel) images
														snake_case_           =					[Image.fromarray(image.squeeze()     ,							mode='L'   ) for image in images]
							else:
														snake_case_           =					[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	:     Optional[int]		       = 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	:     Tuple		       = [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	:     Union[str, Any]		       = [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	:     List[Any]		       = [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	:     List[str]		       = len(upper_files + space_files + hyphen_files + nodir_files)
if bad_files:
					import sys

					sys.exit(bad_files)




