

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

import cva
import numpy as np

# Parrameters
lowerCAmelCase     :   Tuple						     =  (7_20, 12_80)  # Height, Width
lowerCAmelCase     :   Dict						     =  (0.4, 0.6)  # if height or width lower than this scale, drop it.
lowerCAmelCase     :   Union[str, Any]						     =  1 / 1_00
lowerCAmelCase     :   Optional[int]						     =  ''''''
lowerCAmelCase     :   Union[str, Any]						     =  ''''''
lowerCAmelCase     :   Optional[Any]						     =  ''''''
lowerCAmelCase     :   str						     =  2_50

def    A_  (							):
      SCREAMING_SNAKE_CASE_       ,						SCREAMING_SNAKE_CASE_				:  int           =     get_dataset(lowerCAmelCase__					,   lowerCAmelCase__  )
      for index in range(lowerCAmelCase__  ):
            SCREAMING_SNAKE_CASE_				:  Dict           =     random.sample(range(len(lowerCAmelCase__  )  )					,   4  )
            SCREAMING_SNAKE_CASE_       ,						SCREAMING_SNAKE_CASE_       ,						SCREAMING_SNAKE_CASE_				:  Dict           =     update_image_and_anno(
                lowerCAmelCase__					,   lowerCAmelCase__					,   lowerCAmelCase__					,   lowerCAmelCase__					,   lowerCAmelCase__					,   filter_scale=lowerCAmelCase__					,   )

            # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
            SCREAMING_SNAKE_CASE_				:  int           =     random_chars(3_2  )
            SCREAMING_SNAKE_CASE_				:  Optional[Any]           =     path.split(os.sep  )[-1].rsplit('.'					,   1  )[0]
            SCREAMING_SNAKE_CASE_				:  Dict           =     f"{OUTPUT_DIR}/{file_name}_MOSAIC_{letter_code}"
            cva.imwrite(f"{file_root}.jpg"					,   lowerCAmelCase__					,   [cva.IMWRITE_JPEG_QUALITY, 8_5]  )
            print(f"Succeeded {index+1}/{NUMBER_IMAGES} with {file_name}"  )
            SCREAMING_SNAKE_CASE_				:  Tuple           =     []
            for anno in new_annos:
                  SCREAMING_SNAKE_CASE_				:  Union[str, Any]           =     anno[3] - anno[1]
                  SCREAMING_SNAKE_CASE_				:  Dict           =     anno[4] - anno[2]
                  SCREAMING_SNAKE_CASE_				:  Optional[int]           =     anno[1] + width / 2
                  SCREAMING_SNAKE_CASE_				:  Dict           =     anno[2] + height / 2
                  SCREAMING_SNAKE_CASE_				:  List[Any]           =     f"{anno[0]} {x_center} {y_center} {width} {height}"
                  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_  (							a					,   a  ):
      SCREAMING_SNAKE_CASE_				:  Any           =     []
      SCREAMING_SNAKE_CASE_				:  Optional[Any]           =     []
      for label_file in glob.glob(os.path.join(lowerCAmelCase__					,   '*.txt'  )  ):
            SCREAMING_SNAKE_CASE_				:  Any           =     label_file.split(os.sep  )[-1].rsplit('.'					,   1  )[0]
            with open(lowerCAmelCase__  ) as in_file:
                  SCREAMING_SNAKE_CASE_				:  List[str]           =     in_file.readlines()
            SCREAMING_SNAKE_CASE_				:  Any           =     os.path.join(lowerCAmelCase__					,   f"{label_name}.jpg"  )

            SCREAMING_SNAKE_CASE_				:  int           =     []
            for obj_list in obj_lists:
                  SCREAMING_SNAKE_CASE_				:  str           =     obj_list.rstrip('\n'  ).split(' '  )
                  SCREAMING_SNAKE_CASE_				:  Optional[int]           =     float(obj[1]  ) - float(obj[3]  ) / 2
                  SCREAMING_SNAKE_CASE_				:  Union[str, Any]           =     float(obj[2]  ) - float(obj[4]  ) / 2
                  SCREAMING_SNAKE_CASE_				:  Optional[int]           =     float(obj[1]  ) + float(obj[3]  ) / 2
                  SCREAMING_SNAKE_CASE_				:  List[Any]           =     float(obj[2]  ) + float(obj[4]  ) / 2

                  boxes.append([int(obj[0]  ), xmin, ymin, xmax, ymax]  )
            if not boxes:
                  continue
            img_paths.append(lowerCAmelCase__  )
            labels.append(lowerCAmelCase__  )
      return img_paths, labels

def    A_  (							a					,   a					,   a					,   a					,   a					,   a = 0.0					,   ):
      SCREAMING_SNAKE_CASE_				:  int           =     np.zeros([output_size[0], output_size[1], 3]					,   dtype=np.uinta  )
      SCREAMING_SNAKE_CASE_				:  Dict           =     scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
      SCREAMING_SNAKE_CASE_				:  Optional[Any]           =     scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
      SCREAMING_SNAKE_CASE_				:  List[Any]           =     int(scale_x * output_size[1]  )
      SCREAMING_SNAKE_CASE_				:  List[str]           =     int(scale_y * output_size[0]  )

      SCREAMING_SNAKE_CASE_				:  Optional[int]           =     []
      SCREAMING_SNAKE_CASE_				:  int           =     []
      for i, index in enumerate(lowerCAmelCase__  ):
            SCREAMING_SNAKE_CASE_				:  str           =     all_img_list[index]
            path_list.append(lowerCAmelCase__  )
            SCREAMING_SNAKE_CASE_				:  Optional[Any]           =     all_annos[index]
            SCREAMING_SNAKE_CASE_				:  int           =     cva.imread(lowerCAmelCase__  )
            if i == 0:  # top-left
                  SCREAMING_SNAKE_CASE_				:  Tuple           =     cva.resize(lowerCAmelCase__					,   (divid_point_x, divid_point_y)  )
                  SCREAMING_SNAKE_CASE_				:  Optional[int]           =     img
                  for bbox in img_annos:
                        SCREAMING_SNAKE_CASE_				:  Any           =     bbox[1] * scale_x
                        SCREAMING_SNAKE_CASE_				:  Any           =     bbox[2] * scale_y
                        SCREAMING_SNAKE_CASE_				:  Union[str, Any]           =     bbox[3] * scale_x
                        SCREAMING_SNAKE_CASE_				:  int           =     bbox[4] * scale_y
                        new_anno.append([bbox[0], xmin, ymin, xmax, ymax]  )
            elif i == 1:  # top-right
                  SCREAMING_SNAKE_CASE_				:  List[Any]           =     cva.resize(lowerCAmelCase__					,   (output_size[1] - divid_point_x, divid_point_y)  )
                  SCREAMING_SNAKE_CASE_				:  List[Any]           =     img
                  for bbox in img_annos:
                        SCREAMING_SNAKE_CASE_				:  Tuple           =     scale_x + bbox[1] * (1 - scale_x)
                        SCREAMING_SNAKE_CASE_				:  Optional[int]           =     bbox[2] * scale_y
                        SCREAMING_SNAKE_CASE_				:  str           =     scale_x + bbox[3] * (1 - scale_x)
                        SCREAMING_SNAKE_CASE_				:  int           =     bbox[4] * scale_y
                        new_anno.append([bbox[0], xmin, ymin, xmax, ymax]  )
            elif i == 2:  # bottom-left
                  SCREAMING_SNAKE_CASE_				:  int           =     cva.resize(lowerCAmelCase__					,   (divid_point_x, output_size[0] - divid_point_y)  )
                  SCREAMING_SNAKE_CASE_				:  Any           =     img
                  for bbox in img_annos:
                        SCREAMING_SNAKE_CASE_				:  Tuple           =     bbox[1] * scale_x
                        SCREAMING_SNAKE_CASE_				:  str           =     scale_y + bbox[2] * (1 - scale_y)
                        SCREAMING_SNAKE_CASE_				:  List[str]           =     bbox[3] * scale_x
                        SCREAMING_SNAKE_CASE_				:  List[Any]           =     scale_y + bbox[4] * (1 - scale_y)
                        new_anno.append([bbox[0], xmin, ymin, xmax, ymax]  )
            else:  # bottom-right
                  SCREAMING_SNAKE_CASE_				:  Dict           =     cva.resize(
                      lowerCAmelCase__					,   (output_size[1] - divid_point_x, output_size[0] - divid_point_y)  )
                  SCREAMING_SNAKE_CASE_				:  Union[str, Any]           =     img
                  for bbox in img_annos:
                        SCREAMING_SNAKE_CASE_				:  List[Any]           =     scale_x + bbox[1] * (1 - scale_x)
                        SCREAMING_SNAKE_CASE_				:  int           =     scale_y + bbox[2] * (1 - scale_y)
                        SCREAMING_SNAKE_CASE_				:  Optional[Any]           =     scale_x + bbox[3] * (1 - scale_x)
                        SCREAMING_SNAKE_CASE_				:  int           =     scale_y + bbox[4] * (1 - scale_y)
                        new_anno.append([bbox[0], xmin, ymin, xmax, ymax]  )

    # Remove bounding box small than scale of filter
      if filter_scale > 0:
            SCREAMING_SNAKE_CASE_				:  Dict           =     [
                anno
                for anno in new_anno
                if filter_scale < (anno[3] - anno[1]) and filter_scale < (anno[4] - anno[2])
            ]

      return output_img, new_anno, path_list[0]

def    A_  (							a  ):
      assert number_char > 1, "The number of character should greater than 1"
      SCREAMING_SNAKE_CASE_				:  Union[str, Any]           =     ascii_lowercase + digits
      return "".join(random.choice(lowerCAmelCase__  ) for _ in range(lowerCAmelCase__  )  )


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









lowerCAmelCase     :   Tuple						     =  {
    'A': '.-', 'B': '-...', 'C': '-.-.', 'D': '-..', 'E': '.', 'F': '..-.', 'G': '--.',
    'H': '....', 'I': '..', 'J': '.---', 'K': '-.-', 'L': '.-..', 'M': '--', 'N': '-.',
    'O': '---', 'P': '.--.', 'Q': '--.-', 'R': '.-.', 'S': '...', 'T': '-', 'U': '..-',
    'V': '...-', 'W': '.--', 'X': '-..-', 'Y': '-.--', 'Z': '--..', '1': '.----',
    '2': '..---', '3': '...--', '4': '....-', '5': '.....', '6': '-....', '7': '--...',
    '8': '---..', '9': '----.', '0': '-----', '&': '.-...', '@': '.--.-.',
    ':': '---...', ',': '--..--', '.': '.-.-.-', '\'': '.----.', '"': '.-..-.',
    '?': '..--..', '/': '-..-.', '=': '-...-', '+': '.-.-.', '-': '-....-',
    '(': '-.--.', ')': '-.--.-', '!': '-.-.--', ' ': '/'
}  # Exclamation mark is not in ITU-R recommendation
# fmt: on
lowerCAmelCase     :   Optional[int]						     =  {value: key for key, value in MORSE_CODE_DICT.items()}

def    A_  (							a  ):

      """simple docstring"""



      return " ".join(MORSE_CODE_DICT[char] for char in message.upper()  )

def    A_  (							a  ):

      """simple docstring"""



      return "".join(REVERSE_DICT[char] for char in message.split()  )

def    A_  (							):

      """simple docstring"""



      SCREAMING_SNAKE_CASE_				:  Tuple           =     'Morse code here!'
      print(a  )
      SCREAMING_SNAKE_CASE_				:  Optional[Any]           =     encrypt(a  )
      print(a  )
      SCREAMING_SNAKE_CASE_				:  Union[str, Any]           =     decrypt(a  )
      print(a  )


if __name__ == "__main__":
    main()






