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

import cva
A		: Any								=     ''''''
A		: Dict								=     ''''''
A		: Optional[int]								=     ''''''
A		: Optional[int]								=     1  # (0 is vertical, 1 is horizontal)




def 	UpperCamelCase__  (     )  ->     None:
						_lowercase       ,						_lowercase					       =					get_dataset(SCREAMING_SNAKE_CASE_		,   SCREAMING_SNAKE_CASE_       )
						print("""Processing..."""       )
						_lowercase       ,						_lowercase       ,						_lowercase					       =					update_image_and_anno(SCREAMING_SNAKE_CASE_		,   SCREAMING_SNAKE_CASE_		,   SCREAMING_SNAKE_CASE_       )

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




def 	UpperCamelCase__  (     SCREAMING_SNAKE_CASE_	:	str		,   SCREAMING_SNAKE_CASE_	:	str       )  ->     tuple[list, list]:
						_lowercase					       =					[]
						_lowercase					       =					[]
						for label_file in glob.glob(os.path.join(SCREAMING_SNAKE_CASE_		,   """*.txt"""       )       ):
												_lowercase					       =					label_file.split(os.sep       )[-1].rsplit("""."""		,   1       )[0]
												with open(SCREAMING_SNAKE_CASE_       ) as in_file:
																		_lowercase					       =					in_file.readlines()
												_lowercase					       =					os.path.join(SCREAMING_SNAKE_CASE_		,   f"""{label_name}.jpg"""       )

												_lowercase					       =					[]
												for obj_list in obj_lists:
																		_lowercase					       =					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(SCREAMING_SNAKE_CASE_       )
												labels.append(SCREAMING_SNAKE_CASE_       )
						return img_paths, labels




def 	UpperCamelCase__  (     SCREAMING_SNAKE_CASE_	:	list		,   SCREAMING_SNAKE_CASE_	:	list		,   SCREAMING_SNAKE_CASE_	:	int = 1       )  ->     tuple[list, list, list]:
						_lowercase					       =					[]
						_lowercase					       =					[]
						_lowercase					       =					[]
						for idx in range(len(SCREAMING_SNAKE_CASE_       )       ):
												_lowercase					       =					[]
												_lowercase					       =					img_list[idx]
												path_list.append(SCREAMING_SNAKE_CASE_       )
												_lowercase					       =					anno_list[idx]
												_lowercase					       =					cva.imread(SCREAMING_SNAKE_CASE_       )
												if flip_type == 1:
																		_lowercase					       =					cva.flip(SCREAMING_SNAKE_CASE_		,   SCREAMING_SNAKE_CASE_       )
																		for bbox in img_annos:
																								_lowercase					       =					1 - bbox[1]
																								new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]       )
												elif flip_type == 0:
																		_lowercase					       =					cva.flip(SCREAMING_SNAKE_CASE_		,   SCREAMING_SNAKE_CASE_       )
																		for bbox in img_annos:
																								_lowercase					       =					1 - bbox[2]
																								new_annos.append([bbox[0], bbox[1], y_center_new, bbox[3], bbox[4]]       )
												new_annos_lists.append(SCREAMING_SNAKE_CASE_       )
												new_imgs_list.append(SCREAMING_SNAKE_CASE_       )
						return new_imgs_list, new_annos_lists, path_list




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


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

from __future__ import annotations




def 	UpperCamelCase__  (     SCREAMING_SNAKE_CASE_	:	float		,   SCREAMING_SNAKE_CASE_	:	float		,   SCREAMING_SNAKE_CASE_	:	float		,   )  ->     tuple:
						if (electron_conc, hole_conc, intrinsic_conc).count(0       ) != 1:
												raise ValueError("""You cannot supply more or less than 2 values"""       )
						elif electron_conc < 0:
												raise ValueError("""Electron concentration cannot be negative in a semiconductor"""       )
						elif hole_conc < 0:
												raise ValueError("""Hole concentration cannot be negative in a semiconductor"""       )
						elif intrinsic_conc < 0:
												raise ValueError(
												    """Intrinsic concentration cannot be negative in a semiconductor"""       )
						elif electron_conc == 0:
												return (
												    "electron_conc",
												    intrinsic_conc**2 / hole_conc,
												)
						elif hole_conc == 0:
												return (
												    "hole_conc",
												    intrinsic_conc**2 / electron_conc,
												)
						elif intrinsic_conc == 0:
												return (
												    "intrinsic_conc",
												    (electron_conc * hole_conc) ** 0.5,
												)
						else:
												return (-1, -1)


if __name__ == "__main__":
		import doctest

		doctest.testmod()