





'''simple docstring'''





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

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







def    A				(							):
					_snake_case       :					Dict				       =   get_dataset(__snake_case  ,  __snake_case				)
					print("Processing..."				)
					_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    A				(							UpperCAmelCase  ,  UpperCAmelCase				):
					_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    A				(							UpperCAmelCase  ,  UpperCAmelCase  ,  UpperCAmelCase = 1				):
					_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    A				(							UpperCAmelCase = 32				):
					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 ✅')






from __future__ import annotations

import typing
from collections.abc import Iterable

import numpy as np

__lowerCAmelCase :Union[str, Any]     =    typing.Union[Iterable[float], Iterable[int], np.ndarray]  # noqa: UP007
__lowerCAmelCase :Optional[Any]     =    typing.Union[np.floataa, int, float]  # noqa: UP007







def    A				(							UpperCAmelCase  ,  UpperCAmelCase				):
					return np.sqrt(np.sum((np.asarray(UpperCAmelCase				) - np.asarray(UpperCAmelCase				)) ** 2				)				)







def    A				(							UpperCAmelCase  ,  UpperCAmelCase				):
					return sum((va - va) ** 2 for va, va in zip(UpperCAmelCase  ,  UpperCAmelCase				)				) ** (1 / 2)


if __name__ == "__main__":







							def    A				(							):
												from timeit import timeit

												print("Without Numpy"				)
												print(
												    timeit(
												        "euclidean_distance_no_np([1, 2, 3], [4, 5, 6])"  ,  number=10_000  ,  globals=globals()  ,  )				)
												print("With Numpy"				)
												print(
												    timeit(
												        "euclidean_distance([1, 2, 3], [4, 5, 6])"  ,  number=10_000  ,  globals=globals()  ,  )				)

							benchmark()