

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

import cva
import numpy as np

# Parrameters
lowerCAmelCase_			      =      (7_20, 12_80)  # Height, Width
lowerCAmelCase_			      =      (0.4, 0.6)  # if height or width lower than this scale, drop it.
lowerCAmelCase_			      =      1 / 1_00
lowerCAmelCase_			      =      ''''''
lowerCAmelCase_			      =      ''''''
lowerCAmelCase_			      =      ''''''
lowerCAmelCase_			      =      2_50


def     __SCREAMING_SNAKE_CASE   ():
						snake_case_  =      get_dataset(UpperCAmelCase_    ,						UpperCAmelCase_			)
						for index in range(UpperCAmelCase_			):
												snake_case_  =      random.sample(range(len(UpperCAmelCase_			)			)    ,						4			)
												snake_case_  =      update_image_and_anno(
												    UpperCAmelCase_    ,						UpperCAmelCase_    ,						UpperCAmelCase_    ,						UpperCAmelCase_    ,						UpperCAmelCase_    ,						filter_scale=UpperCAmelCase_    ,						)

												# Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
												snake_case_  =      random_chars(32			)
												snake_case_  =      path.split(os.sep			)[-1].rsplit('''.'''    ,						1			)[0]
												snake_case_  =      F'''{OUTPUT_DIR}/{file_name}_MOSAIC_{letter_code}'''
												cva.imwrite(F'''{file_root}.jpg'''    ,						UpperCAmelCase_    ,						[cva.IMWRITE_JPEG_QUALITY, 85]			)
												print(F'''Succeeded {index+1}/{NUMBER_IMAGES} with {file_name}'''			)
												snake_case_  =      []
												for anno in new_annos:
																		snake_case_  =      anno[3] - anno[1]
																		snake_case_  =      anno[4] - anno[2]
																		snake_case_  =      anno[1] + width / 2
																		snake_case_  =      anno[2] + height / 2
																		snake_case_  =      F'''{anno[0]} {x_center} {y_center} {width} {height}'''
																		annos_list.append(UpperCAmelCase_			)
												with open(F'''{file_root}.txt'''    ,						'''w'''			) as outfile:
																		outfile.write('''\n'''.join(line for line in annos_list			)			)


def     __SCREAMING_SNAKE_CASE   (SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__			):
						snake_case_  =      []
						snake_case_  =      []
						for label_file in glob.glob(os.path.join(UpperCAmelCase_    ,						'''*.txt'''			)			):
												snake_case_  =      label_file.split(os.sep			)[-1].rsplit('''.'''    ,						1			)[0]
												with open(UpperCAmelCase_			) as in_file:
																		snake_case_  =      in_file.readlines()
												snake_case_  =      os.path.join(UpperCAmelCase_    ,						F'''{label_name}.jpg'''			)

												snake_case_  =      []
												for obj_list in obj_lists:
																		snake_case_  =      obj_list.rstrip('''\n'''			).split(''' '''			)
																		snake_case_  =      float(obj[1]			) - float(obj[3]			) / 2
																		snake_case_  =      float(obj[2]			) - float(obj[4]			) / 2
																		snake_case_  =      float(obj[1]			) + float(obj[3]			) / 2
																		snake_case_  =      float(obj[2]			) + float(obj[4]			) / 2

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


def     __SCREAMING_SNAKE_CASE   (SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__ = 0.0    ,						):
						snake_case_  =      np.zeros([output_size[0], output_size[1], 3]    ,						dtype=np.uinta			)
						snake_case_  =      scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
						snake_case_  =      scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
						snake_case_  =      int(scale_x * output_size[1]			)
						snake_case_  =      int(scale_y * output_size[0]			)

						snake_case_  =      []
						snake_case_  =      []
						for i, index in enumerate(UpperCAmelCase_			):
												snake_case_  =      all_img_list[index]
												path_list.append(UpperCAmelCase_			)
												snake_case_  =      all_annos[index]
												snake_case_  =      cva.imread(UpperCAmelCase_			)
												if i == 0:  # top-left
																		snake_case_  =      cva.resize(UpperCAmelCase_    ,						(divid_point_x, divid_point_y)			)
																		snake_case_  =      img
																		for bbox in img_annos:
																								snake_case_  =      bbox[1] * scale_x
																								snake_case_  =      bbox[2] * scale_y
																								snake_case_  =      bbox[3] * scale_x
																								snake_case_  =      bbox[4] * scale_y
																								new_anno.append([bbox[0], xmin, ymin, xmax, ymax]			)
												elif i == 1:  # top-right
																		snake_case_  =      cva.resize(UpperCAmelCase_    ,						(output_size[1] - divid_point_x, divid_point_y)			)
																		snake_case_  =      img
																		for bbox in img_annos:
																								snake_case_  =      scale_x + bbox[1] * (1 - scale_x)
																								snake_case_  =      bbox[2] * scale_y
																								snake_case_  =      scale_x + bbox[3] * (1 - scale_x)
																								snake_case_  =      bbox[4] * scale_y
																								new_anno.append([bbox[0], xmin, ymin, xmax, ymax]			)
												elif i == 2:  # bottom-left
																		snake_case_  =      cva.resize(UpperCAmelCase_    ,						(divid_point_x, output_size[0] - divid_point_y)			)
																		snake_case_  =      img
																		for bbox in img_annos:
																								snake_case_  =      bbox[1] * scale_x
																								snake_case_  =      scale_y + bbox[2] * (1 - scale_y)
																								snake_case_  =      bbox[3] * scale_x
																								snake_case_  =      scale_y + bbox[4] * (1 - scale_y)
																								new_anno.append([bbox[0], xmin, ymin, xmax, ymax]			)
												else:  # bottom-right
																		snake_case_  =      cva.resize(
																		    UpperCAmelCase_    ,						(output_size[1] - divid_point_x, output_size[0] - divid_point_y)			)
																		snake_case_  =      img
																		for bbox in img_annos:
																								snake_case_  =      scale_x + bbox[1] * (1 - scale_x)
																								snake_case_  =      scale_y + bbox[2] * (1 - scale_y)
																								snake_case_  =      scale_x + bbox[3] * (1 - scale_x)
																								snake_case_  =      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_  =      [
												    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     __SCREAMING_SNAKE_CASE   (SCREAMING_SNAKE_CASE__			):
						assert number_char > 1, "The number of character should greater than 1"
						snake_case_  =      ascii_lowercase + digits
						return "".join(random.choice(UpperCAmelCase_			) for _ in range(UpperCAmelCase_			)			)


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

from math import isqrt, loga
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     int				)			->						list[int]:
       SCREAMING_SNAKE_CASE_							:				int		=[True] * max_number
       for i in range(2			,							isqrt(max_number - 1				) + 1				):
              if is_prime[i]:
                     for j in range(i**2			,							UpperCAmelCase_			,							UpperCAmelCase_				):
                            SCREAMING_SNAKE_CASE_							:				Dict		=False

       return [i for i in range(2			,							UpperCAmelCase_				) if is_prime[i]]
def 							SCREAMING_SNAKE_CASE_	(					UpperCAmelCase_	:     int = 8_0_0_8_0_0			,							UpperCAmelCase_	:     int = 8_0_0_8_0_0				)			->						int:
       SCREAMING_SNAKE_CASE_							:				str		=degree * loga(UpperCAmelCase_				)
       SCREAMING_SNAKE_CASE_							:				List[Any]		=int(UpperCAmelCase_				)
       SCREAMING_SNAKE_CASE_							:				int		=calculate_prime_numbers(UpperCAmelCase_				)

       SCREAMING_SNAKE_CASE_							:				int		=0
       SCREAMING_SNAKE_CASE_							:				List[Any]		=0
       SCREAMING_SNAKE_CASE_							:				Any		=len(UpperCAmelCase_				) - 1
       while left < right:
              while (
                  prime_numbers[right] * loga(prime_numbers[left]				)
                  + prime_numbers[left] * loga(prime_numbers[right]				)
                  > upper_bound
              ):
                     right -= 1
              hybrid_integers_count += right - left
              left += 1

       return hybrid_integers_count


if __name__ == "__main__":
 print(F"{solution() = }")
