

import unittest

import numpy as np
import torch

from .utils_summarization import build_mask, compute_token_type_ids, process_story, truncate_or_pad






class 						__magic_name__    (       unittest.TestCase    ):


 def _UpperCamelCase	(						self		: str    )    ->      Union[str, Any]:
   UpperCAmelCase					      =  1_0


 def _UpperCamelCase	(						self		: int    )    ->      Any:
   UpperCAmelCase					      =  [1, 2, 3, 4]
   UpperCAmelCase					      =  [1, 2, 3, 4, 0, 0, 0, 0, 0, 0]
   self.assertEqual(truncate_or_pad(lowerCAmelCase__			,						self.block_size			,						0    )			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: Tuple    )    ->      str:
   UpperCAmelCase					      =  [1, 2, 3, 4, 5, 6, 7, 8, 9, 1_0]
   UpperCAmelCase					      =  [1, 2, 3, 4, 5, 6, 7, 8, 9, 1_0]
   self.assertEqual(truncate_or_pad(lowerCAmelCase__			,						self.block_size			,						0    )			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: Optional[int]    )    ->      str:
   UpperCAmelCase					      =  [1, 2, 3, 4, 5, 6, 7, 8, 9, 1_0, 1_1, 1_2, 1_3]
   UpperCAmelCase					      =  [1, 2, 3, 4, 5, 6, 7, 8, 9, 1_0]
   self.assertEqual(truncate_or_pad(lowerCAmelCase__			,						self.block_size			,						0    )			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: Tuple    )    ->      List[str]:
   UpperCAmelCase					      =  "It was the year of Our Lord one thousand seven hundred and\n        seventy-five.\n\nSpiritual revelations were conceded to England at that\n        favoured period, as at this."
   UpperCAmelCase      ,	UpperCAmelCase					      =  process_story(lowerCAmelCase__    )
   self.assertEqual(lowerCAmelCase__			,						[]    )


 def _UpperCamelCase	(						self		: str    )    ->      List[str]:
   UpperCAmelCase					      =  ""
   UpperCAmelCase      ,	UpperCAmelCase					      =  process_story(lowerCAmelCase__    )
   self.assertEqual(lowerCAmelCase__			,						[]    )
   self.assertEqual(lowerCAmelCase__			,						[]    )


 def _UpperCamelCase	(						self		: Optional[int]    )    ->      str:
   UpperCAmelCase					      =  (
       "It was the year of Our Lord one thousand seven hundred and "
       "seventy-five\n\nSpiritual revelations were conceded to England "
       "at that favoured period, as at this.\n@highlight\n\nIt was the best of times"
   )
   UpperCAmelCase      ,	UpperCAmelCase					      =  process_story(lowerCAmelCase__    )

   UpperCAmelCase					      =  [
       "It was the year of Our Lord one thousand seven hundred and seventy-five.",
       "Spiritual revelations were conceded to England at that favoured period, as at this.",
   ]
   self.assertEqual(lowerCAmelCase__			,						lowerCAmelCase__    )

   UpperCAmelCase					      =  ["It was the best of times."]
   self.assertEqual(lowerCAmelCase__			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: Optional[Any]    )    ->      Union[str, Any]:
   UpperCAmelCase					      =  torch.tensor([1, 2, 3, 4]    )
   UpperCAmelCase					      =  torch.tensor([1, 1, 1, 1]    )
   np.testing.assert_array_equal(build_mask(lowerCAmelCase__			,						0    ).numpy()			,						expected.numpy()    )


 def _UpperCamelCase	(						self		: str    )    ->      Dict:
   UpperCAmelCase					      =  torch.tensor([1, 2, 3, 4, 2_3, 2_3, 2_3]    )
   UpperCAmelCase					      =  torch.tensor([1, 1, 1, 1, 0, 0, 0]    )
   np.testing.assert_array_equal(build_mask(lowerCAmelCase__			,						2_3    ).numpy()			,						expected.numpy()    )


 def _UpperCamelCase	(						self		: Optional[int]    )    ->      int:
   UpperCAmelCase					      =  torch.tensor([8, 2, 3, 4, 1, 1, 1]    )
   UpperCAmelCase					      =  torch.tensor([1, 1, 1, 1, 0, 0, 0]    )
   np.testing.assert_array_equal(build_mask(lowerCAmelCase__			,						1    ).numpy()			,						expected.numpy()    )


 def _UpperCamelCase	(						self		: Dict    )    ->      int:
   UpperCAmelCase					      =  1_0_1
   UpperCAmelCase					      =  torch.tensor([[1, 2, 3, 4, 5, 6], [1, 2, 3, 1_0_1, 5, 6], [1, 1_0_1, 3, 4, 1_0_1, 6]]    )
   UpperCAmelCase					      =  torch.tensor([[1, 1, 1, 1, 1, 1], [1, 1, 1, 0, 0, 0], [1, 0, 0, 0, 1, 1]]    )

   UpperCAmelCase					      =  compute_token_type_ids(lowerCAmelCase__			,						lowerCAmelCase__    )
   np.testing.assert_array_equal(lowerCAmelCase__			,						lowerCAmelCase__    )






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      _lowerCAmelCase(	):
  UpperCAmelCase      ,	UpperCAmelCase					      =  get_dataset(__A   ,       __A			)
  print("Processing..."			)
  UpperCAmelCase      ,	UpperCAmelCase      ,	UpperCAmelCase					      =  update_image_and_anno(__A   ,       __A   ,       __A			)

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

    UpperCAmelCase					      =  []
    for obj_list in obj_lists:
      UpperCAmelCase					      =  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      _lowerCAmelCase(	__A   ,       __A   ,       __A = 1			):
  UpperCAmelCase					      =  []
  UpperCAmelCase					      =  []
  UpperCAmelCase					      =  []
  for idx in range(len(__A			)			):
    UpperCAmelCase					      =  []
    UpperCAmelCase					      =  img_list[idx]
    path_list.append(__A			)
    UpperCAmelCase					      =  anno_list[idx]
    UpperCAmelCase					      =  cva.imread(__A			)
    if flip_type == 1:
      UpperCAmelCase					      =  cva.flip(__A   ,       __A			)
      for bbox in img_annos:
        UpperCAmelCase					      =  1 - bbox[1]
        new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]			)
    elif flip_type == 0:
      UpperCAmelCase					      =  cva.flip(__A   ,       __A			)
      for bbox in img_annos:
        UpperCAmelCase					      =  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      _lowerCAmelCase(	__A = 32			):
  assert number_char > 1, "The number of character should greater than 1"
  UpperCAmelCase					      =  ascii_lowercase + digits
  return "".join(random.choice(__A			) for _ in range(__A			)			)


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



