import os
import sys
from contextlib import contextmanager


# Windows only
if os.name == "nt":
   import ctypes
   import msvcrt  # noqa







   class __snake_case    (						ctypes.Structure		):
      # _fields is a specific attr expected by ctypes
      lowerCAmelCase_														=							[("size", ctypes.c_int), ("visible", ctypes.c_byte)]



def      __SCREAMING_SNAKE_CASE  ( )							-> Dict:







  """simple docstring"""





  if os.name == "nt":
    SCREAMING_SNAKE_CASE__      							=				CursorInfo()
    SCREAMING_SNAKE_CASE__      							=				ctypes.windll.kernelaa.GetStdHandle(-11     )
    ctypes.windll.kernelaa.GetConsoleCursorInfo(__UpperCamelCase			,					ctypes.byref(__UpperCamelCase     )     )
    SCREAMING_SNAKE_CASE__      							=				False
    ctypes.windll.kernelaa.SetConsoleCursorInfo(__UpperCamelCase			,					ctypes.byref(__UpperCamelCase     )     )
  elif os.name == "posix":
    sys.stdout.write("""\033[?25l"""     )
    sys.stdout.flush()



def      __SCREAMING_SNAKE_CASE  ( )							-> Optional[int]:







  """simple docstring"""





  if os.name == "nt":
    SCREAMING_SNAKE_CASE__      							=				CursorInfo()
    SCREAMING_SNAKE_CASE__      							=				ctypes.windll.kernelaa.GetStdHandle(-11     )
    ctypes.windll.kernelaa.GetConsoleCursorInfo(__UpperCamelCase			,					ctypes.byref(__UpperCamelCase     )     )
    SCREAMING_SNAKE_CASE__      							=				True
    ctypes.windll.kernelaa.SetConsoleCursorInfo(__UpperCamelCase			,					ctypes.byref(__UpperCamelCase     )     )
  elif os.name == "posix":
    sys.stdout.write("""\033[?25h"""     )
    sys.stdout.flush()






@contextmanager
def      __SCREAMING_SNAKE_CASE  ( )							-> Dict:







  """simple docstring"""





  try:
    hide_cursor()
    yield
  finally:
    show_cursor()

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



def      __SCREAMING_SNAKE_CASE  ( __UpperCamelCase   :	int     )							-> Optional[Any]:







  """simple docstring"""





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






def      __SCREAMING_SNAKE_CASE  ( __UpperCamelCase   :	int     )							-> int:







  """simple docstring"""





  if images.ndim == 3:
    SCREAMING_SNAKE_CASE__      							=				images[None, ...]
  SCREAMING_SNAKE_CASE__      							=				(images * 2_55).round().astype("""uint8"""     )
  if images.shape[-1] == 1:
    # special case for grayscale (single channel) images
    SCREAMING_SNAKE_CASE__      							=				[Image.fromarray(image.squeeze()			,					mode="""L"""     ) for image in images]
  else:
    SCREAMING_SNAKE_CASE__      							=				[Image.fromarray(__UpperCamelCase     ) for image in images]

  return pil_images
