






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

import cva
import numpy as np

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







def 			A__							(      ):





 '''simple docstring'''







 snake_case__  :    Union[str, Any]							       =get_dataset(_a		,  _a	)
 for index in range(_a	):
  snake_case__  :    Optional[int]							       =random.sample(range(len(_a	)	)		,  4	)
  snake_case__  :    int							       =update_image_and_anno(
      _a		,  _a		,  _a		,  _a		,  _a		,  filter_scale=_a		,  )

  # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
  snake_case__  :    Optional[Any]							       =random_chars(32	)
  snake_case__  :    Tuple							       =path.split(os.sep	)[-1].rsplit("""."""		,  1	)[0]
  snake_case__  :    Dict							       =f"{OUTPUT_DIR}/{file_name}_MOSAIC_{letter_code}"
  cva.imwrite(f"{file_root}.jpg"		,  _a		,  [cva.IMWRITE_JPEG_QUALITY, 85]	)
  print(f"Succeeded {index+1}/{NUMBER_IMAGES} with {file_name}"	)
  snake_case__  :    Optional[Any]							       =[]
  for anno in new_annos:
   snake_case__  :    int							       =anno[3] - anno[1]
   snake_case__  :    Dict							       =anno[4] - anno[2]
   snake_case__  :    Dict							       =anno[1] + width / 2
   snake_case__  :    Union[str, Any]							       =anno[2] + height / 2
   snake_case__  :    Optional[Any]							       =f"{anno[0]} {x_center} {y_center} {width} {height}"
   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__							(      _a  :					str		,  _a  :					str	):





 '''simple docstring'''







 snake_case__  :    Optional[Any]							       =[]
 snake_case__  :    Optional[int]							       =[]
 for label_file in glob.glob(os.path.join(_a		,  """*.txt"""	)	):
  snake_case__  :    Any							       =label_file.split(os.sep	)[-1].rsplit("""."""		,  1	)[0]
  with open(_a	) as in_file:
   snake_case__  :    Optional[int]							       =in_file.readlines()
  snake_case__  :    Dict							       =os.path.join(_a		,  f"{label_name}.jpg"	)

  snake_case__  :    Optional[int]							       =[]
  for obj_list in obj_lists:
   snake_case__  :    List[Any]							       =obj_list.rstrip("""\n"""	).split(""" """	)
   snake_case__  :    Dict							       =float(obj[1]	) - float(obj[3]	) / 2
   snake_case__  :    Optional[int]							       =float(obj[2]	) - float(obj[4]	) / 2
   snake_case__  :    Optional[Any]							       =float(obj[1]	) + float(obj[3]	) / 2
   snake_case__  :    Any							       =float(obj[2]	) + float(obj[4]	) / 2

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







def 			A__							(      _a  :					list		,  _a  :					list		,  _a  :					list[int]		,  _a  :					tuple[int, int]		,  _a  :					tuple[float, float]		,  _a  :					float = 0.0		,  ):





 '''simple docstring'''







 snake_case__  :    List[str]							       =np.zeros([output_size[0], output_size[1], 3]		,  dtype=np.uinta	)
 snake_case__  :    Any							       =scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
 snake_case__  :    List[str]							       =scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
 snake_case__  :    str							       =int(scale_x * output_size[1]	)
 snake_case__  :    Tuple							       =int(scale_y * output_size[0]	)

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





 '''simple docstring'''







 assert number_char > 1, "The number of character should greater than 1"
 snake_case__  :    List[str]							       =ascii_lowercase + digits
 return "".join(random.choice(_a	) for _ in range(_a	)	)


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













import math







def 			A__							(      _a  :					list		,  _a  :					int = 0		,  _a  :					int = 0	):





 '''simple docstring'''







 snake_case__  :    Tuple							       =end or len(_a	)
 for i in range(_a		,  _a	):
  snake_case__  :    int							       =i
  snake_case__  :    int							       =array[i]
  while temp_index != start and temp_index_value < array[temp_index - 1]:
   snake_case__  :    Dict							       =array[temp_index - 1]
   temp_index -= 1
  snake_case__  :    Dict							       =temp_index_value
 return array







def 			A__							(      _a  :					list		,  _a  :					int		,  _a  :					int	):  # Max Heap





 '''simple docstring'''







 snake_case__  :    Tuple							       =index
 snake_case__  :    Dict							       =2 * index + 1  # Left Node
 snake_case__  :    Union[str, Any]							       =2 * index + 2  # Right Node

 if left_index < heap_size and array[largest] < array[left_index]:
  snake_case__  :    Dict							       =left_index

 if right_index < heap_size and array[largest] < array[right_index]:
  snake_case__  :    List[Any]							       =right_index

 if largest != index:
  snake_case__       ,   snake_case__  :    List[Any]							       =array[largest], array[index]
  heapify(_a		,  _a		,  _a	)







def 			A__							(      _a  :					list	):





 '''simple docstring'''







 snake_case__  :    List[str]							       =len(_a	)

 for i in range(n // 2		,  -1		,  -1	):
  heapify(_a		,  _a		,  _a	)

 for i in range(n - 1		,  0		,  -1	):
  snake_case__       ,   snake_case__  :    Tuple							       =array[0], array[i]
  heapify(_a		,  0		,  _a	)

 return array







def 			A__							(      _a  :					list		,  _a  :					int		,  _a  :					int		,  _a  :					int	):





 '''simple docstring'''







 if (array[first_index] > array[middle_index]) != (
     array[first_index] > array[last_index]
 ):
  return array[first_index]
 elif (array[middle_index] > array[first_index]) != (
     array[middle_index] > array[last_index]
 ):
  return array[middle_index]
 else:
  return array[last_index]







def 			A__							(      _a  :					list		,  _a  :					int		,  _a  :					int		,  _a  :					int	):





 '''simple docstring'''







 snake_case__  :    Dict							       =low
 snake_case__  :    Union[str, Any]							       =high
 while True:
  while array[i] < pivot:
   i += 1
  j -= 1
  while pivot < array[j]:
   j -= 1
  if i >= j:
   return i
  snake_case__       ,   snake_case__  :    List[Any]							       =array[j], array[i]
  i += 1







def 			A__							(      _a  :					list	):





 '''simple docstring'''







 if len(_a	) == 0:
  return array
 snake_case__  :    Optional[int]							       =2 * math.ceil(math.loga(len(_a	)	)	)
 snake_case__  :    Tuple							       =16
 return intro_sort(_a		,  0		,  len(_a	)		,  _a		,  _a	)







def 			A__							(      _a  :					list		,  _a  :					int		,  _a  :					int		,  _a  :					int		,  _a  :					int	):





 '''simple docstring'''







 while end - start > size_threshold:
  if max_depth == 0:
   return heap_sort(_a	)
  max_depth -= 1
  snake_case__  :    Dict							       =median_of_a(_a		,  _a		,  start + ((end - start) // 2) + 1		,  end - 1	)
  snake_case__  :    List[str]							       =partition(_a		,  _a		,  _a		,  _a	)
  intro_sort(_a		,  _a		,  _a		,  _a		,  _a	)
  snake_case__  :    Union[str, Any]							       =p
 return insertion_sort(_a		,  _a		,  _a	)


if __name__ == "__main__":
       import doctest

       doctest.testmod()

       __lowerCamelCase	:		Optional[int]										=   input("""Enter numbers separated by a comma : """).strip()
       __lowerCamelCase	:		Dict										=   [float(item) for item in user_input.split(""",""")]
       print(sort(unsorted))





