





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        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       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(_SCREAMING_SNAKE_CASE     )
      return images



def        __lowercase       (				_SCREAMING_SNAKE_CASE     )			->       Optional[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(_SCREAMING_SNAKE_CASE     ) for image in images]

      return pil_images









import json
import sys



def        __lowercase       (				_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )			->       Any:


      '''simple docstring'''


      with open(_SCREAMING_SNAKE_CASE			,						encoding="""utf-8"""     ) as f:
            SCREAMING_SNAKE_CASE		=						json.load(_SCREAMING_SNAKE_CASE     )

      SCREAMING_SNAKE_CASE		=						["""<details>""", """<summary>Show updated benchmarks!</summary>""", """ """]

      for benchmark_name in sorted(_SCREAMING_SNAKE_CASE     ):
            SCREAMING_SNAKE_CASE		=						results[benchmark_name]

            SCREAMING_SNAKE_CASE		=						benchmark_name.split("""/"""     )[-1]
            output_md.append(F"""### Benchmark: {benchmark_file_name}"""     )

            SCREAMING_SNAKE_CASE		=						"""| metric |"""
            SCREAMING_SNAKE_CASE		=						"""|--------|"""
            SCREAMING_SNAKE_CASE		=						"""| new / old (diff) |"""
            for metric_name in sorted(_SCREAMING_SNAKE_CASE     ):
                  SCREAMING_SNAKE_CASE		=						benchmark_res[metric_name]
                  SCREAMING_SNAKE_CASE		=						metric_vals["""new"""]
                  SCREAMING_SNAKE_CASE		=						metric_vals.get("""old"""			,						_SCREAMING_SNAKE_CASE     )
                  SCREAMING_SNAKE_CASE		=						metric_vals.get("""diff"""			,						_SCREAMING_SNAKE_CASE     )

                  SCREAMING_SNAKE_CASE		=						F""" {new_val:f}""" if isinstance(_SCREAMING_SNAKE_CASE			,						(int, float)     ) else """None"""

                  if old_val is not None:
                        val_str += F""" / {old_val:f}""" if isinstance(_SCREAMING_SNAKE_CASE			,						(int, float)     ) else "None"
                  if dif_val is not None:
                        val_str += F""" ({dif_val:f})""" if isinstance(_SCREAMING_SNAKE_CASE			,						(int, float)     ) else "None"

                  title += " " + metric_name + " |"
                  lines += "---|"
                  value += val_str + " |"

            output_md += [title, lines, value, " "]

      output_md.append("""</details>"""     )

      with open(_SCREAMING_SNAKE_CASE			,						"""w"""			,						encoding="""utf-8"""     ) as f:
            f.writelines("""\n""".join(_SCREAMING_SNAKE_CASE     )     )


if __name__ == "__main__":
      SCREAMING_SNAKE_CASE_						       =	sys.argv[1]
      SCREAMING_SNAKE_CASE_						       =	sys.argv[2]

      format_json_to_md(input_json_file, output_md_file)


