


"""simple docstring"""





import glob
import os
import random
from string import ascii_lowercase, digits

import cva
snake_case__		:     Any    				=				''''''
snake_case__		:     Optional[Any]    				=				''''''
snake_case__		:     Optional[Any]    				=				''''''
snake_case__		:     Union[str, Any]    				=				1  # (0 is vertical, 1 is horizontal)


def      _snake_case						(						):
      lowerCAmelCase,      lowerCAmelCase					:	int       =   get_dataset(_snake_case ,   _snake_case			)
      print('''Processing...'''			)
      lowerCAmelCase,      lowerCAmelCase,      lowerCAmelCase					:	Optional[int]       =   update_image_and_anno(_snake_case ,   _snake_case ,   _snake_case			)

      for index, image in enumerate(_snake_case			):
            # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
            lowerCAmelCase					:	str       =   random_chars(32			)
            lowerCAmelCase					:	List[str]       =   paths[index].split(os.sep			)[-1].rsplit('''.''' ,   1			)[0]
            lowerCAmelCase					:	str       =   f'''{OUTPUT_DIR}/{file_name}_FLIP_{letter_code}'''
            cva.imwrite(f'''/{file_root}.jpg''' ,   _snake_case ,   [cva.IMWRITE_JPEG_QUALITY, 85]			)
            print(f'''Success {index+1}/{len(_snake_case			)} with {file_name}'''			)
            lowerCAmelCase					:	int       =   []
            for anno in new_annos[index]:
                  lowerCAmelCase					:	Any       =   f'''{anno[0]} {anno[1]} {anno[2]} {anno[3]} {anno[4]}'''
                  annos_list.append(_snake_case			)
            with open(f'''/{file_root}.txt''' ,   '''w'''			) as outfile:
                  outfile.write('''\n'''.join(line for line in annos_list			)			)


def      _snake_case						(						_snake_case				:			str ,   _snake_case				:			str			):
      lowerCAmelCase					:	Any       =   []
      lowerCAmelCase					:	Optional[Any]       =   []
      for label_file in glob.glob(os.path.join(_snake_case ,   '''*.txt'''			)			):
            lowerCAmelCase					:	Tuple       =   label_file.split(os.sep			)[-1].rsplit('''.''' ,   1			)[0]
            with open(_snake_case			) as in_file:
                  lowerCAmelCase					:	Optional[Any]       =   in_file.readlines()
            lowerCAmelCase					:	Dict       =   os.path.join(_snake_case ,   f'''{label_name}.jpg'''			)

            lowerCAmelCase					:	int       =   []
            for obj_list in obj_lists:
                  lowerCAmelCase					:	Union[str, Any]       =   obj_list.rstrip('''\n'''			).split(''' '''			)
                  boxes.append(
                      [
                          int(obj[0]			),
                          float(obj[1]			),
                          float(obj[2]			),
                          float(obj[3]			),
                          float(obj[4]			),
                      ]			)
            if not boxes:
                  continue
            img_paths.append(_snake_case			)
            labels.append(_snake_case			)
      return img_paths, labels


def      _snake_case						(						_snake_case				:			list ,   _snake_case				:			list ,   _snake_case				:			int = 1			):
      lowerCAmelCase					:	List[str]       =   []
      lowerCAmelCase					:	Dict       =   []
      lowerCAmelCase					:	Optional[int]       =   []
      for idx in range(len(_snake_case			)			):
            lowerCAmelCase					:	Optional[int]       =   []
            lowerCAmelCase					:	Optional[int]       =   img_list[idx]
            path_list.append(_snake_case			)
            lowerCAmelCase					:	Any       =   anno_list[idx]
            lowerCAmelCase					:	Optional[int]       =   cva.imread(_snake_case			)
            if flip_type == 1:
                  lowerCAmelCase					:	str       =   cva.flip(_snake_case ,   _snake_case			)
                  for bbox in img_annos:
                        lowerCAmelCase					:	Optional[Any]       =   1 - bbox[1]
                        new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]			)
            elif flip_type == 0:
                  lowerCAmelCase					:	Optional[Any]       =   cva.flip(_snake_case ,   _snake_case			)
                  for bbox in img_annos:
                        lowerCAmelCase					:	int       =   1 - bbox[2]
                        new_annos.append([bbox[0], bbox[1], y_center_new, bbox[3], bbox[4]]			)
            new_annos_lists.append(_snake_case			)
            new_imgs_list.append(_snake_case			)
      return new_imgs_list, new_annos_lists, path_list


def      _snake_case						(						_snake_case				:			int = 32			):
      assert number_char > 1, "The number of character should greater than 1"
      lowerCAmelCase					:	Any       =   ascii_lowercase + digits
      return "".join(random.choice(_snake_case			) for _ in range(_snake_case			)			)


if __name__ == "__main__":
 main()
 print('''DONE ✅''')






"""simple docstring"""





def      _snake_case						(						_snake_case				:			int ,   _snake_case				:			int			):
      return base * power(_snake_case ,   (exponent - 1)			) if exponent else 1


if __name__ == "__main__":
 print('''Raise base to the power of exponent using recursion...''')
 snake_case__		:     Union[str, Any]    				=				int(input('''Enter the base: ''').strip())
 snake_case__		:     Optional[Any]    				=				int(input('''Enter the exponent: ''').strip())
 snake_case__		:     Any    				=				power(base, abs(exponent))
 if exponent < 0:  # power() does not properly deal w/ negative exponents
  snake_case__		:     Dict    				=				1 / result
 print(f"""{base} to the power of {exponent} is {result}""")


