

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

def        lowerCamelCase__       (    _a):
	SCREAMING_SNAKE_CASE      :					List[Any]    =				(images / 2 + 0.5).clamp(0							,	1)
	SCREAMING_SNAKE_CASE      :					int    =				images.cpu().permute(0							,	2							,	3							,	1).float().numpy()
	SCREAMING_SNAKE_CASE      :					Any    =				numpy_to_pil(__snake_case)
	return images


def        lowerCamelCase__       (    _a):
	if images.ndim == 3:
		SCREAMING_SNAKE_CASE      :					str    =				images[None, ...]
	SCREAMING_SNAKE_CASE      :					Union[str, Any]    =				(images * 255).round().astype("uint8")
	if images.shape[-1] == 1:
		# special case for grayscale (single channel) images
		SCREAMING_SNAKE_CASE      :					List[Any]    =				[Image.fromarray(image.squeeze()							,	mode="L") for image in images]
	else:
		SCREAMING_SNAKE_CASE      :					Optional[int]    =				[Image.fromarray(__snake_case) for image in images]

	return pil_images






'''simple docstring'''




from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


lowercase__    :      List[str]						=    {
    '''configuration_git''': ['''GIT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''GitConfig''', '''GitVisionConfig'''],
    '''processing_git''': ['''GitProcessor'''],
}

try:
  if not is_torch_available():
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  pass
else:
  lowercase__    :      Any						=    [
      '''GIT_PRETRAINED_MODEL_ARCHIVE_LIST''',
      '''GitForCausalLM''',
      '''GitModel''',
      '''GitPreTrainedModel''',
      '''GitVisionModel''',
  ]

if TYPE_CHECKING:
  from .configuration_git import GIT_PRETRAINED_CONFIG_ARCHIVE_MAP, GitConfig, GitVisionConfig
  from .processing_git import GitProcessor

  try:
    if not is_torch_available():
      raise OptionalDependencyNotAvailable()
  except OptionalDependencyNotAvailable:
    pass
  else:
    from .modeling_git import (
        GIT_PRETRAINED_MODEL_ARCHIVE_LIST,
        GitForCausalLM,
        GitModel,
        GitPreTrainedModel,
        GitVisionModel,
    )

else:
  import sys

  lowercase__    :      List[str]						=    _LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)