




import bza
import gzip
import lzma
import os
import shutil
import struct
import tarfile
import warnings
import zipfile
from abc import ABC, abstractmethod
from pathlib import Path
from typing import Dict, List, Optional, Type, Union

from .. import config
from .filelock import FileLock
from .logging import get_logger


_lowerCAmelCase						:   Optional[int]		=   get_logger(__name__)
class 			_UpperCamelCase      :
      def __init__(			self   :Any ,      lowerCamelCase   :Optional[str] = None      )     ->			str:
       UpperCAmelCase__							 =						(
           os.path.join(lowerCamelCase ,      config.EXTRACTED_DATASETS_DIR      ) if cache_dir else config.EXTRACTED_DATASETS_PATH
       )
       UpperCAmelCase__							 =						Extractor
      def 	UpperCAmelCase_						(			self   :Tuple ,      lowerCamelCase   :str      )     ->			str:
       from .file_utils import hash_url_to_filename

       # Path where we extract compressed archives
       # We extract in the cache dir, and get the extracted path name by hashing the original path"
       UpperCAmelCase__							 =						os.path.abspath(lowerCamelCase      )
       return os.path.join(self.extract_dir ,      hash_url_to_filename(lowerCamelCase      )      )
      def 	UpperCAmelCase_						(			self   :Dict ,      lowerCamelCase   :str ,      lowerCamelCase   :bool      )     ->			bool:
       return force_extract or (
           not os.path.isfile(lowerCamelCase      ) and not (os.path.isdir(lowerCamelCase      ) and os.listdir(lowerCamelCase      ))
       )







      def 	UpperCAmelCase_						(			self   :Union[str, Any] ,      lowerCamelCase   :str ,      lowerCamelCase   :bool = False      )     ->			str:
       UpperCAmelCase__							 =						self.extractor.infer_extractor_format(lowerCamelCase      )
       if not extractor_format:
        return input_path
       UpperCAmelCase__							 =						self._get_output_path(lowerCamelCase      )
       if self._do_extract(lowerCamelCase ,      lowerCamelCase      ):
        self.extractor.extract(lowerCamelCase ,      lowerCamelCase ,      lowerCamelCase      )
       return output_path



class 			_UpperCamelCase      (				lowerCAmelCase		):
      @classmethod
      @abstractmethod
      def 	UpperCAmelCase_						(			cls   :Dict ,      lowerCamelCase   :Union[Path, str] ,      **lowerCamelCase   :Union[str, Any]      )     ->			bool:
       ...







      @staticmethod
      @abstractmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       ...



class 			_UpperCamelCase      (				lowerCAmelCase	,       lowerCAmelCase		):
      UpperCAmelCase_        =		[]
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :int      )     ->			Tuple:
       with open(lowerCamelCase ,      "rb"      ) as f:
        return f.read(lowerCamelCase      )







      @classmethod
      def 	UpperCAmelCase_						(			cls   :Optional[int] ,      lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :bytes = b""      )     ->			bool:
       if not magic_number:
        UpperCAmelCase__							 =						max(len(lowerCamelCase      ) for cls_magic_number in cls.magic_numbers      )
        try:
         UpperCAmelCase__							 =						cls.read_magic_number(lowerCamelCase ,      lowerCamelCase      )
        except OSError:
         return False
       return any(magic_number.startswith(lowerCamelCase      ) for cls_magic_number in cls.magic_numbers      )



class 			_UpperCamelCase      (				lowerCAmelCase		):
      @classmethod
      def 	UpperCAmelCase_						(			cls   :Any ,      lowerCamelCase   :Union[Path, str] ,      **lowerCamelCase   :str      )     ->			bool:
       return tarfile.is_tarfile(lowerCamelCase      )
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Optional[Any] ,      lowerCamelCase   :int      )     ->			Tuple:

       def resolved(lowerCamelCase   :str      ) -> str:
        return os.path.realpath(os.path.abspath(lowerCamelCase      )      )

       def badpath(lowerCamelCase   :str ,      lowerCamelCase   :str      ) -> bool:
        # joinpath will ignore base if path is absolute
        return not resolved(os.path.join(lowerCamelCase ,      lowerCamelCase      )      ).startswith(lowerCamelCase      )

       def badlink(lowerCamelCase   :Tuple ,      lowerCamelCase   :str      ) -> bool:
        # Links are interpreted relative to the directory containing the link
        UpperCAmelCase__							 =						resolved(os.path.join(lowerCamelCase ,      os.path.dirname(info.name      )      )      )
        return badpath(info.linkname ,      base=lowerCamelCase      )

       UpperCAmelCase__							 =						resolved(lowerCamelCase      )

       for finfo in members:
        if badpath(finfo.name ,      lowerCamelCase      ):
         logger.error(f'''Extraction of {finfo.name} is blocked (illegal path)'''      )
        elif finfo.issym() and badlink(lowerCamelCase ,      lowerCamelCase      ):
         logger.error(f'''Extraction of {finfo.name} is blocked: Symlink to {finfo.linkname}'''      )
        elif finfo.islnk() and badlink(lowerCamelCase ,      lowerCamelCase      ):
         logger.error(f'''Extraction of {finfo.name} is blocked: Hard link to {finfo.linkname}'''      )
        else:
         yield finfo







      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       os.makedirs(lowerCamelCase ,      exist_ok=lowerCamelCase      )
       UpperCAmelCase__							 =						tarfile.open(lowerCamelCase      )
       tar_file.extractall(lowerCamelCase ,      members=TarExtractor.safemembers(lowerCamelCase ,      lowerCamelCase      )      )
       tar_file.close()



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[b"""\x1F\x8B"""]
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       with gzip.open(lowerCamelCase ,      "rb"      ) as gzip_file:
        with open(lowerCamelCase ,      "wb"      ) as extracted_file:
         shutil.copyfileobj(lowerCamelCase ,      lowerCamelCase      )



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[
          b"""PK\x03\x04""",
          b"""PK\x05\x06""",  # empty archive
          b"""PK\x07\x08""",  # spanned archive
      ]
      @classmethod
      def 	UpperCAmelCase_						(			cls   :Union[str, Any] ,      lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :bytes = b""      )     ->			bool:
       if super().is_extractable(lowerCamelCase ,      magic_number=lowerCamelCase      ):
        return True
       try:
        # Alternative version of zipfile.is_zipfile that has less false positives, but misses executable zip archives.
        # From: https://github.com/python/cpython/pull/5053
        from zipfile import (
            _CD_SIGNATURE,
            _ECD_DISK_NUMBER,
            _ECD_DISK_START,
            _ECD_ENTRIES_TOTAL,
            _ECD_OFFSET,
            _ECD_SIZE,
            _EndRecData,
            sizeCentralDir,
            stringCentralDir,
            structCentralDir,
        )

        with open(lowerCamelCase ,      "rb"      ) as fp:
         UpperCAmelCase__							 =						_EndRecData(lowerCamelCase      )
         if endrec:
          if endrec[_ECD_ENTRIES_TOTAL] == 0 and endrec[_ECD_SIZE] == 0 and endrec[_ECD_OFFSET] == 0:
           return True  # Empty zipfiles are still zipfiles
          elif endrec[_ECD_DISK_NUMBER] == endrec[_ECD_DISK_START]:
           fp.seek(endrec[_ECD_OFFSET]      )  # Central directory is on the same disk
           if fp.tell() == endrec[_ECD_OFFSET] and endrec[_ECD_SIZE] >= sizeCentralDir:
            UpperCAmelCase__							 =						fp.read(lowerCamelCase      )  # CD is where we expect it to be
            if len(lowerCamelCase      ) == sizeCentralDir:
             UpperCAmelCase__							 =						struct.unpack(lowerCamelCase ,      lowerCamelCase      )  # CD is the right size
             if centdir[_CD_SIGNATURE] == stringCentralDir:
              return True  # First central directory entry  has correct magic number
        return False
       except Exception:  # catch all errors in case future python versions change the zipfile internals
        return False







      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       os.makedirs(lowerCamelCase ,      exist_ok=lowerCamelCase      )
       with zipfile.ZipFile(lowerCamelCase ,      "r"      ) as zip_file:
        zip_file.extractall(lowerCamelCase      )
        zip_file.close()



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[b"""\xFD\x37\x7A\x58\x5A\x00"""]
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       with lzma.open(lowerCamelCase      ) as compressed_file:
        with open(lowerCamelCase ,      "wb"      ) as extracted_file:
         shutil.copyfileobj(lowerCamelCase ,      lowerCamelCase      )



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[b"""Rar!\x1a\x07\x00""", b"""Rar!\x1a\x07\x01\x00"""]  # RAR_ID  # RAR5_ID
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       if not config.RARFILE_AVAILABLE:
        raise ImportError("Please pip install rarfile"      )
       import rarfile

       os.makedirs(lowerCamelCase ,      exist_ok=lowerCamelCase      )
       UpperCAmelCase__							 =						rarfile.RarFile(lowerCamelCase      )
       rf.extractall(lowerCamelCase      )
       rf.close()



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[b"""\x28\xb5\x2F\xFD"""]
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       if not config.ZSTANDARD_AVAILABLE:
        raise ImportError("Please pip install zstandard"      )
       import zstandard as zstd

       UpperCAmelCase__							 =						zstd.ZstdDecompressor()
       with open(lowerCamelCase ,      "rb"      ) as ifh, open(lowerCamelCase ,      "wb"      ) as ofh:
        dctx.copy_stream(lowerCamelCase ,      lowerCamelCase      )



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[b"""\x42\x5A\x68"""]
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       with bza.open(lowerCamelCase ,      "rb"      ) as compressed_file:
        with open(lowerCamelCase ,      "wb"      ) as extracted_file:
         shutil.copyfileobj(lowerCamelCase ,      lowerCamelCase      )



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[b"""\x37\x7A\xBC\xAF\x27\x1C"""]
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       if not config.PY7ZR_AVAILABLE:
        raise ImportError("Please pip install py7zr"      )
       import pyazr

       os.makedirs(lowerCamelCase ,      exist_ok=lowerCamelCase      )
       with pyazr.SevenZipFile(lowerCamelCase ,      "r"      ) as archive:
        archive.extractall(lowerCamelCase      )



class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		[b"""\x04\x22\x4D\x18"""]
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str]      )     ->			None:
       if not config.LZ4_AVAILABLE:
        raise ImportError("Please pip install lz4"      )
       import lza.frame

       with lza.frame.open(lowerCamelCase ,      "rb"      ) as compressed_file:
        with open(lowerCamelCase ,      "wb"      ) as extracted_file:
         shutil.copyfileobj(lowerCamelCase ,      lowerCamelCase      )



class 			_UpperCamelCase      :
      #  Put zip file to the last, b/c it is possible wrongly detected as zip (I guess it means: as tar or gzip)
      UpperCAmelCase_        =		{
          "tar": TarExtractor,
          "gzip": GzipExtractor,
          "zip": ZipExtractor,
          "xz": XzExtractor,
          "rar": RarExtractor,
          "zstd": ZstdExtractor,
          "bz2": BzipaExtractor,
          "7z": SevenZipExtractor,  # <Added version="2.4.0"/>
          "lz4": LzaExtractor,  # <Added version="2.4.0"/>
      }
      @classmethod
      def 	UpperCAmelCase_						(			cls   :Tuple      )     ->			Tuple:
       return max(
           len(lowerCamelCase      )
           for extractor in cls.extractors.values()
           if issubclass(lowerCamelCase ,      lowerCamelCase      )
           for extractor_magic_number in extractor.magic_numbers      )
      @staticmethod
      def 	UpperCAmelCase_						(			lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :int      )     ->			Dict:
       try:
        return MagicNumberBaseExtractor.read_magic_number(lowerCamelCase ,      magic_number_length=lowerCamelCase      )
       except OSError:
        return b""
      @classmethod
      def 	UpperCAmelCase_						(			cls   :Optional[Any] ,      lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :bool = False      )     ->			bool:
       warnings.warn(
           "Method 'is_extractable' was deprecated in version 2.4.0 and will be removed in 3.0.0. "
           "Use 'infer_extractor_format' instead." ,      category=lowerCamelCase ,      )
       UpperCAmelCase__							 =						cls.infer_extractor_format(lowerCamelCase      )
       if extractor_format:
        return True if not return_extractor else (True, cls.extractors[extractor_format])
       return False if not return_extractor else (False, None)
      @classmethod
      def 	UpperCAmelCase_						(			cls   :List[Any] ,      lowerCamelCase   :Union[Path, str]      )     ->			str:  # <Added version="2.4.0"/>
       UpperCAmelCase__							 =						cls._get_magic_number_max_length()
       UpperCAmelCase__							 =						cls._read_magic_number(lowerCamelCase ,      lowerCamelCase      )
       for extractor_format, extractor in cls.extractors.items():
        if extractor.is_extractable(lowerCamelCase ,      magic_number=lowerCamelCase      ):
         return extractor_format







      @classmethod
      def 	UpperCAmelCase_						(			cls   :Tuple ,      lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Union[Path, str] ,      lowerCamelCase   :Optional[str] = None ,      lowerCamelCase   :Optional[BaseExtractor] = "deprecated" ,      )     ->			None:
       os.makedirs(os.path.dirname(lowerCamelCase      ) ,      exist_ok=lowerCamelCase      )
       # Prevent parallel extractions
       UpperCAmelCase__							 =						str(Path(lowerCamelCase      ).with_suffix(".lock"      )      )
       with FileLock(lowerCamelCase      ):
        shutil.rmtree(lowerCamelCase ,      ignore_errors=lowerCamelCase      )
        if extractor_format or extractor != "deprecated":
         if extractor != "deprecated" or not isinstance(lowerCamelCase ,      lowerCamelCase      ):  # passed as positional arg
          warnings.warn(
              "Parameter 'extractor' was deprecated in version 2.4.0 and will be removed in 3.0.0. "
              "Use 'extractor_format' instead." ,      category=lowerCamelCase ,      )
          UpperCAmelCase__							 =						extractor if extractor != "deprecated" else extractor_format
         else:
          UpperCAmelCase__							 =						cls.extractors[extractor_format]
         return extractor.extract(lowerCamelCase ,      lowerCamelCase      )
        else:
         warnings.warn(
             "Parameter 'extractor_format' was made required in version 2.4.0 and not passing it will raise an "
             "exception in 3.0.0." ,      category=lowerCamelCase ,      )
         for extractor in cls.extractors.values():
          if extractor.is_extractable(lowerCamelCase      ):
           return extractor.extract(lowerCamelCase ,      lowerCamelCase      )











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

import cva
import numpy as np

# Parrameters
_lowerCAmelCase						:   Union[str, Any]		=   (7_2_0, 1_2_8_0)  # Height, Width
_lowerCAmelCase						:   Any		=   (0.4, 0.6)  # if height or width lower than this scale, drop it.
_lowerCAmelCase						:   List[str]		=   1 / 1_0_0
_lowerCAmelCase						:   Union[str, Any]		=   ""
_lowerCAmelCase						:   Any		=   ""
_lowerCAmelCase						:   List[str]		=   ""
_lowerCAmelCase						:   Union[str, Any]		=   2_5_0



def 						lowerCAmelCase		(		):




 """simple docstring"""







 UpperCAmelCase__ , UpperCAmelCase__							 =						get_dataset(_lowerCAmelCase						,							_lowerCAmelCase	)
 for index in range(_lowerCAmelCase	):
  UpperCAmelCase__							 =						random.sample(range(len(_lowerCAmelCase	)	)						,							4	)
  UpperCAmelCase__ , UpperCAmelCase__ , UpperCAmelCase__							 =						update_image_and_anno(
      _lowerCAmelCase						,							_lowerCAmelCase						,							_lowerCAmelCase						,							_lowerCAmelCase						,							_lowerCAmelCase						,							filter_scale=_lowerCAmelCase						,							)

  # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
  UpperCAmelCase__							 =						random_chars(32	)
  UpperCAmelCase__							 =						path.split(os.sep	)[-1].rsplit("."						,							1	)[0]
  UpperCAmelCase__							 =						F'''{OUTPUT_DIR}/{file_name}_MOSAIC_{letter_code}'''
  cva.imwrite(F'''{file_root}.jpg'''						,							_lowerCAmelCase						,							[cva.IMWRITE_JPEG_QUALITY, 85]	)
  print(F'''Succeeded {index+1}/{NUMBER_IMAGES} with {file_name}'''	)
  UpperCAmelCase__							 =						[]
  for anno in new_annos:
   UpperCAmelCase__							 =						anno[3] - anno[1]
   UpperCAmelCase__							 =						anno[4] - anno[2]
   UpperCAmelCase__							 =						anno[1] + width / 2
   UpperCAmelCase__							 =						anno[2] + height / 2
   UpperCAmelCase__							 =						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 						lowerCAmelCase		(		_lowerCAmelCase							:   str						,							_lowerCAmelCase							:   str	):




 """simple docstring"""







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

  UpperCAmelCase__							 =						[]
  for obj_list in obj_lists:
   UpperCAmelCase__							 =						obj_list.rstrip("\n"	).split(" "	)
   UpperCAmelCase__							 =						float(obj[1]	) - float(obj[3]	) / 2
   UpperCAmelCase__							 =						float(obj[2]	) - float(obj[4]	) / 2
   UpperCAmelCase__							 =						float(obj[1]	) + float(obj[3]	) / 2
   UpperCAmelCase__							 =						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 						lowerCAmelCase		(		_lowerCAmelCase							:   list						,							_lowerCAmelCase							:   list						,							_lowerCAmelCase							:   list[int]						,							_lowerCAmelCase							:   tuple[int, int]						,							_lowerCAmelCase							:   tuple[float, float]						,							_lowerCAmelCase							:   float = 0.0						,							):




 """simple docstring"""







 UpperCAmelCase__							 =						np.zeros([output_size[0], output_size[1], 3]						,							dtype=np.uinta	)
 UpperCAmelCase__							 =						scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
 UpperCAmelCase__							 =						scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
 UpperCAmelCase__							 =						int(scale_x * output_size[1]	)
 UpperCAmelCase__							 =						int(scale_y * output_size[0]	)

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




 """simple docstring"""







 assert number_char > 1, "The number of character should greater than 1"
 UpperCAmelCase__							 =						ascii_lowercase + digits
 return "".join(random.choice(_lowerCAmelCase	) for _ in range(_lowerCAmelCase	)	)


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





