



'''simple docstring'''





lowercase_	 =						[
    [0, 16, 13, 0, 0, 0],
    [0, 0, 10, 12, 0, 0],
    [0, 4, 0, 0, 14, 0],
    [0, 0, 9, 0, 0, 20],
    [0, 0, 0, 7, 0, 4],
    [0, 0, 0, 0, 0, 0],
]




def lowerCAmelCase						(__A						,			__A						,			__A						,			__A):



     """simple docstring"""



     _a											=						[False] * len(__A)
     _a											=						[s]
     _a											=						True

     while queue:
          _a											=						queue.pop(0)
          for ind in range(len(graph[u])):
               if visited[ind] is False and graph[u][ind] > 0:
                    queue.append(__A)
                    _a											=						True
                    _a											=						u

     return visited[t]




def lowerCAmelCase						(__A						,			__A						,			__A):



     """simple docstring"""



     _a											=						[-1] * (len(__A))
     _a											=						0
     _a											=						[]
     _a											=						[i[:] for i in graph]  # Record original cut, copy.
     while bfs(__A						,			__A						,			__A						,			__A):
          _a											=						float('''Inf''')
          _a											=						sink

          while s != source:
               # Find the minimum value in select path
               _a											=						min(__A						,			graph[parent[s]][s])
               _a											=						parent[s]

          max_flow += path_flow
          _a											=						sink

          while v != source:
               _a											=						parent[v]
               graph[u][v] -= path_flow
               graph[v][u] += path_flow
               _a											=						parent[v]

     for i in range(len(__A)):
          for j in range(len(graph[0])):
               if graph[i][j] == 0 and temp[i][j] > 0:
                    res.append((i, j))

     return res


if __name__ == "__main__":
  print(mincut(test_graph, source=0, sink=5))








'''simple docstring'''





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




def lowerCAmelCase						(__A):



     """simple docstring"""



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




def lowerCAmelCase						(__A):



     """simple docstring"""



     if images.ndim == 3:
          _a											=						images[None, ...]
     _a											=						(images * 255).round().astype('''uint8''')
     if images.shape[-1] == 1:
          # special case for grayscale (single channel) images
          _a											=						[Image.fromarray(image.squeeze()						,			mode='''L''') for image in images]
     else:
          _a											=						[Image.fromarray(__A) for image in images]

     return pil_images



