






'''simple docstring'''







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

import cva
__lowerCAmelCase       		=      ''
__lowerCAmelCase       		=      ''
__lowerCAmelCase       		=      ''
__lowerCAmelCase       		=      1  # (0 is vertical, 1 is horizontal)





def 		_UpperCAmelCase   (							):
				a_				,			a_		:  Tuple											=      get_dataset(__A						,		__A      )
				print('''Processing...'''      )
				a_				,			a_				,			a_		:  Optional[int]											=      update_image_and_anno(__A						,		__A						,		__A      )

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





def 		_UpperCAmelCase   (							__A							:   str						,		__A							:   str      ):
				a_		:  List[str]											=      []
				a_		:  str											=      []
				for label_file in glob.glob(os.path.join(__A						,		'''*.txt'''      )      ):
								a_		:  int											=      label_file.split(os.sep      )[-1].rsplit('''.'''						,		1      )[0]
								with open(__A      ) as in_file:
												a_		:  List[Any]											=      in_file.readlines()
								a_		:  int											=      os.path.join(__A						,		f'{label_name}.jpg'      )

								a_		:  Tuple											=      []
								for obj_list in obj_lists:
												a_		:  List[str]											=      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(__A      )
								labels.append(__A      )
				return img_paths, labels





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





def 		_UpperCAmelCase   (							__A							:   int = 32      ):
				assert number_char > 1, "The number of character should greater than 1"
				a_		:  List[str]											=      ascii_lowercase + digits
				return "".join(random.choice(__A      ) for _ in range(__A      )      )


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












'''simple docstring'''







import warnings


warnings.warn(
    'memory_utils has been reorganized to utils.memory. Import `find_executable_batchsize` from the main `__init__`: '
    '`from accelerate import find_executable_batch_size` to avoid this warning.',
    FutureWarning,
)




