

'''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  a__       (    )     ->					List[Any]:


	"""simple docstring"""





	UpperCAmelCase_					,					UpperCAmelCase_     :      Union[str, Any]						=  get_dataset(__a	,				__a				)
	print("Processing..."				)
	UpperCAmelCase_					,					UpperCAmelCase_					,					UpperCAmelCase_     :      Any						=  update_image_and_anno(__a	,				__a	,				__a				)

	for index, image in enumerate(__a				):
		# Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
		UpperCAmelCase_     :      Optional[int]						=  random_chars(32				)
		UpperCAmelCase_     :      int						=  paths[index].split(os.sep				)[-1].rsplit("."	,				1				)[0]
		UpperCAmelCase_     :      int						=  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}'''				)
		UpperCAmelCase_     :      Dict						=  []
		for anno in new_annos[index]:
			UpperCAmelCase_     :      Dict						=  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  a__       (    _SCREAMING_SNAKE_CASE   :       List[str]	,				_SCREAMING_SNAKE_CASE   :       List[str]				)     ->					Optional[Any]:


	"""simple docstring"""





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

		UpperCAmelCase_     :      Union[str, Any]						=  []
		for obj_list in obj_lists:
			UpperCAmelCase_     :      Tuple						=  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  a__       (    _SCREAMING_SNAKE_CASE   :       Tuple	,				_SCREAMING_SNAKE_CASE   :       Tuple	,				_SCREAMING_SNAKE_CASE   :       Optional[Any] = 1				)     ->					Optional[Any]:


	"""simple docstring"""





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


	"""simple docstring"""





	assert number_char > 1, "The number of character should greater than 1"
	UpperCAmelCase_     :      Optional[int]						=  ascii_lowercase + digits
	return "".join(random.choice(__a				) for _ in range(__a				)				)


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






"""simple docstring"""





from typing import TYPE_CHECKING

from ....utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available, is_vision_available


UpperCamelCase_       :    Any						      =			{'''configuration_van''': ['''VAN_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''VanConfig''']}


try:
		if not is_torch_available():
				raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
		pass
else:
		UpperCamelCase_       :    str						      =			[
		    '''VAN_PRETRAINED_MODEL_ARCHIVE_LIST''',
		    '''VanForImageClassification''',
		    '''VanModel''',
		    '''VanPreTrainedModel''',
		]

if TYPE_CHECKING:
		from .configuration_van import VAN_PRETRAINED_CONFIG_ARCHIVE_MAP, VanConfig

		try:
				if not is_torch_available():
						raise OptionalDependencyNotAvailable()
		except OptionalDependencyNotAvailable:
				pass
		else:
				from .modeling_van import (
				    VAN_PRETRAINED_MODEL_ARCHIVE_LIST,
				    VanForImageClassification,
				    VanModel,
				    VanPreTrainedModel,
				)

else:
		import sys

		UpperCamelCase_       :    Optional[Any]						      =			_LazyModule(__name__, globals()['''__file__'''], _import_structure)




