






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

import cva
__UpperCAmelCase							:   int							=  ""
__UpperCAmelCase							:   Optional[int]							=  ""
__UpperCAmelCase							:   str							=  ""
__UpperCAmelCase							:   Optional[int]							=  1  # (0 is vertical, 1 is horizontal)





def 					lowercase_ (    )     -> None:





				'''simple docstring'''


				snake_case__    ,						snake_case__      :Dict         =   get_dataset(__snake_case	,	__snake_case      )
				print("Processing..."      )
				snake_case__    ,						snake_case__    ,						snake_case__      :Tuple         =   update_image_and_anno(__snake_case	,	__snake_case	,	__snake_case      )

				for index, image in enumerate(__snake_case      ):
								# Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
								snake_case__      :str         =   random_chars(32      )
								snake_case__      :Tuple         =   paths[index].split(os.sep      )[-1].rsplit("."	,	1      )[0]
								snake_case__      :List[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}'      )
								snake_case__      :Optional[int]         =   []
								for anno in new_annos[index]:
												snake_case__      :Dict         =   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 					lowercase_ (    __snake_case     :							str	,	__snake_case     :							str      )     -> tuple[list, list]:





				'''simple docstring'''


				snake_case__      :Optional[int]         =   []
				snake_case__      :Dict         =   []
				for label_file in glob.glob(os.path.join(__snake_case	,	"*.txt"      )      ):
								snake_case__      :List[str]         =   label_file.split(os.sep      )[-1].rsplit("."	,	1      )[0]
								with open(__snake_case      ) as in_file:
												snake_case__      :str         =   in_file.readlines()
								snake_case__      :Dict         =   os.path.join(__snake_case	,	F'{label_name}.jpg'      )

								snake_case__      :Optional[Any]         =   []
								for obj_list in obj_lists:
												snake_case__      :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 					lowercase_ (    __snake_case     :							list	,	__snake_case     :							list	,	__snake_case     :							int = 1      )     -> tuple[list, list, list]:





				'''simple docstring'''


				snake_case__      :int         =   []
				snake_case__      :List[Any]         =   []
				snake_case__      :Optional[int]         =   []
				for idx in range(len(__snake_case      )      ):
								snake_case__      :Any         =   []
								snake_case__      :Any         =   img_list[idx]
								path_list.append(__snake_case      )
								snake_case__      :Dict         =   anno_list[idx]
								snake_case__      :Tuple         =   cva.imread(__snake_case      )
								if flip_type == 1:
												snake_case__      :Dict         =   cva.flip(__snake_case	,	__snake_case      )
												for bbox in img_annos:
																snake_case__      :int         =   1 - bbox[1]
																new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]      )
								elif flip_type == 0:
												snake_case__      :Union[str, Any]         =   cva.flip(__snake_case	,	__snake_case      )
												for bbox in img_annos:
																snake_case__      :str         =   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 					lowercase_ (    __snake_case     :							int = 32      )     -> str:





				'''simple docstring'''


				assert number_char > 1, "The number of character should greater than 1"
				snake_case__      :Dict         =   ascii_lowercase + digits
				return "".join(random.choice(__snake_case      ) for _ in range(__snake_case      )      )


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







def 					lowercase_ (    __snake_case     :							int = 10_00      )     -> int:





				'''simple docstring'''


				snake_case__      :int         =   3
				snake_case__      :int         =   0
				while a < n:
								if a % 3 == 0 or a % 5 == 0:
												result += a
								elif a % 15 == 0:
												result -= a
								a += 1
				return result


if __name__ == "__main__":
	print(F'''{solution() = }''')