





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

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






def       _A  (      ):
   a__	:						Tuple      		=  get_dataset(_lowerCamelCase							, _lowerCamelCase   )
   print("Processing..."   )
   a__	:						Union[str, Any]      		=  update_image_and_anno(_lowerCamelCase							, _lowerCamelCase							, _lowerCamelCase   )

   for index, image in enumerate(_lowerCamelCase   ):
      # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
      a__	:						Optional[Any]      		=  random_chars(32   )
      a__	:						List[str]      		=  paths[index].split(os.sep   )[-1].rsplit("."							, 1   )[0]
      a__	:						Tuple      		=  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}"""   )
      a__	:						List[Any]      		=  []
      for anno in new_annos[index]:
         a__	:						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   ):
   a__	:						Any      		=  []
   a__	:						Optional[Any]      		=  []
   for label_file in glob.glob(os.path.join(_lowerCamelCase							, "*.txt"   )   ):
      a__	:						List[str]      		=  label_file.split(os.sep   )[-1].rsplit("."							, 1   )[0]
      with open(_lowerCamelCase   ) as in_file:
         a__	:						Optional[int]      		=  in_file.readlines()
      a__	:						Optional[Any]      		=  os.path.join(_lowerCamelCase							, F"""{label_name}.jpg"""   )

      a__	:						Any      		=  []
      for obj_list in obj_lists:
         a__	:						Optional[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   ):
   a__	:						List[Any]      		=  []
   a__	:						Any      		=  []
   a__	:						List[Any]      		=  []
   for idx in range(len(_lowerCamelCase   )   ):
      a__	:						Union[str, Any]      		=  []
      a__	:						Optional[int]      		=  img_list[idx]
      path_list.append(_lowerCamelCase   )
      a__	:						Tuple      		=  anno_list[idx]
      a__	:						Union[str, Any]      		=  cva.imread(_lowerCamelCase   )
      if flip_type == 1:
         a__	:						Union[str, Any]      		=  cva.flip(_lowerCamelCase							, _lowerCamelCase   )
         for bbox in img_annos:
            a__	:						List[Any]      		=  1 - bbox[1]
            new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]   )
      elif flip_type == 0:
         a__	:						Optional[int]      		=  cva.flip(_lowerCamelCase							, _lowerCamelCase   )
         for bbox in img_annos:
            a__	:						Any      		=  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   ):
   assert number_char > 1, "The number of character should greater than 1"
   a__	:						Optional[Any]      		=  ascii_lowercase + digits
   return "".join(random.choice(_lowerCamelCase   ) for _ in range(_lowerCamelCase   )   )


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








from typing import TYPE_CHECKING

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


SCREAMING_SNAKE_CASE__       :			List[str]			      =						{"""configuration_van""": ["""VAN_PRETRAINED_CONFIG_ARCHIVE_MAP""", """VanConfig"""]}


try:
  if not is_torch_available():
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  pass
else:
  SCREAMING_SNAKE_CASE__       :			Optional[int]			      =						[
      """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

  SCREAMING_SNAKE_CASE__       :			List[str]			      =						_LazyModule(__name__, globals()["""__file__"""], _import_structure)

