





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


def 							SCREAMING_SNAKE_CASE__  (      __a				):
	snake_case_						:     Union[str, Any]     =		(images / 2 + 0.5).clamp(0				,	1				)
	snake_case_						:     Any     =		images.cpu().permute(0				,	2				,	3				,	1				).float().numpy()
	snake_case_						:     List[Any]     =		numpy_to_pil(_SCREAMING_SNAKE_CASE				)
	return images


def 							SCREAMING_SNAKE_CASE__  (      __a				):





	if images.ndim == 3:
		snake_case_						:     Dict     =		images[None, ...]
	snake_case_						:     Optional[Any]     =		(images * 2_55).round().astype('uint8'				)
	if images.shape[-1] == 1:
		# special case for grayscale (single channel) images
		snake_case_						:     int     =		[Image.fromarray(image.squeeze()				,	mode='L'				) for image in images]
	else:
		snake_case_						:     int     =		[Image.fromarray(_SCREAMING_SNAKE_CASE				) for image in images]

	return pil_images








# this script reports modified .py files under the desired list of top-level sub-dirs passed as a list of arguments, e.g.:
#   python ./utils/get_modified_files.py utils src tests examples
#
# it uses git to find the forking point and which files were modified - i.e. files not under git won't be considered
# since the output of this script is fed into Makefile commands it doesn't print a newline after the results

import re
import subprocess
import sys


_SCREAMING_SNAKE_CASE 		=						subprocess.check_output("""git merge-base main HEAD""".split()).decode("""utf-8""")
_SCREAMING_SNAKE_CASE 		=						(
    subprocess.check_output(F'''git diff --diff-filter=d --name-only {fork_point_sha}'''.split()).decode("""utf-8""").split()
)

_SCREAMING_SNAKE_CASE 		=						"""|""".join(sys.argv[1:])
_SCREAMING_SNAKE_CASE 		=						re.compile(RF'''^({joined_dirs}).*?\.py$''')

_SCREAMING_SNAKE_CASE 		=						[x for x in modified_files if regex.match(x)]
print(""" """.join(relevant_modified_files), end="""""")

