





'''simple docstring'''






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

import cva
__UpperCamelCase					    =	""
__UpperCamelCase					    =	""
__UpperCamelCase					    =	""
__UpperCamelCase					    =	1  # (0 is vertical, 1 is horizontal)







def 					_a						(       ) ->				None:



			"""simple docstring"""


			__snake_case      ,     __snake_case					:      Optional[int]							      =     get_dataset(_lowerCamelCase    ,	_lowerCamelCase )
			print("""Processing...""" )
			__snake_case      ,     __snake_case      ,     __snake_case					:      Union[str, Any]							      =     update_image_and_anno(_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase )

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







def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase ) ->				tuple[list, list]:



			"""simple docstring"""


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

						__snake_case					:      Tuple							      =     []
						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(_lowerCamelCase )
						labels.append(_lowerCamelCase )
			return img_paths, labels







def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase = 1 ) ->				tuple[list, list, list]:



			"""simple docstring"""


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







def 					_a						(       _lowerCamelCase = 32 ) ->				str:



			"""simple docstring"""


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


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









'''simple docstring'''






from __future__ import annotations

import math







def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase ) ->				int:



			"""simple docstring"""


			if depth < 0:
						raise ValueError("""Depth cannot be less than 0""" )

			if not scores:
						raise ValueError("""Scores cannot be empty""" )

			if depth == height:
						return scores[node_index]

			return (
			    max(
			        minimax(depth + 1    ,	node_index * 2    ,	_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase )    ,	minimax(depth + 1    ,	node_index * 2 + 1    ,	_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase )    ,	)
			    if is_max
			    else min(
			        minimax(depth + 1    ,	node_index * 2    ,	_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase )    ,	minimax(depth + 1    ,	node_index * 2 + 1    ,	_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase )    ,	)
			)







def 					_a						(       ) ->				None:



			"""simple docstring"""


			__snake_case					:      Union[str, Any]							      =     [90, 23, 6, 33, 21, 65, 123, 3_4423]
			__snake_case					:      Optional[int]							      =     math.log(len(_lowerCamelCase )    ,	2 )
			print(F'''Optimal value : {minimax(0    ,	0    ,	_lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase )}''' )


if __name__ == "__main__":
	import doctest

	doctest.testmod()
	main()


