



from typing import Dict, Optional, Union

import numpy as np

from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict
from ...image_transforms import flip_channel_order, resize, to_channel_dimension_format, to_pil_image
from ...image_utils import (
    ChannelDimension,
    ImageInput,
    PILImageResampling,
    make_list_of_images,
    to_numpy_array,
    valid_images,
)
from ...utils import TensorType, is_pytesseract_available, is_vision_available, logging, requires_backends


if is_vision_available():
       import PIL

# soft dependency
if is_pytesseract_available():
       import pytesseract

a__   :					List[str] 						=      logging.get_logger(__name__)

def 	_lowerCAmelCase (    A__    ,	A__    ,	A__						):
      return [
          int(1_000 * (box[0] / width)						),
          int(1_000 * (box[1] / height)						),
          int(1_000 * (box[2] / width)						),
          int(1_000 * (box[3] / height)						),
      ]

def 	_lowerCAmelCase (    A__    ,	A__    ,	A__ = None						):
      lowercase__  =	tesseract_config if tesseract_config is not None else ''

      # apply OCR
      lowercase__  =	to_pil_image(A__						)
      lowercase__,						lowercase__  =	pil_image.size
      lowercase__  =	pytesseract.image_to_data(A__    ,	lang=A__    ,	output_type='dict'    ,	config=A__						)
      lowercase__,						lowercase__,						lowercase__,						lowercase__,						lowercase__  =	data['text'], data['left'], data['top'], data['width'], data['height']

      # filter empty words and corresponding coordinates
      lowercase__  =	[idx for idx, word in enumerate(A__						) if not word.strip()]
      lowercase__  =	[word for idx, word in enumerate(A__						) if idx not in irrelevant_indices]
      lowercase__  =	[coord for idx, coord in enumerate(A__						) if idx not in irrelevant_indices]
      lowercase__  =	[coord for idx, coord in enumerate(A__						) if idx not in irrelevant_indices]
      lowercase__  =	[coord for idx, coord in enumerate(A__						) if idx not in irrelevant_indices]
      lowercase__  =	[coord for idx, coord in enumerate(A__						) if idx not in irrelevant_indices]

      # turn coordinates into (left, top, left+width, top+height) format
      lowercase__  =	[]
      for x, y, w, h in zip(A__    ,	A__    ,	A__    ,	A__						):
            lowercase__  =	[x, y, x + w, y + h]
            actual_boxes.append(A__						)

      # finally, normalize the bounding boxes
      lowercase__  =	[]
      for box in actual_boxes:
            normalized_boxes.append(normalize_box(A__    ,	A__    ,	A__						)						)

      assert len(A__						) == len(A__						), "Not as many words as there are bounding boxes"

      return words, normalized_boxes



class    UpperCAmelCase__(				lowerCamelCase						):

   '''simple docstring'''




   A     :	List[Any]												=     ["pixel_values"]


   def __init__(    self	:      str      ,					lowerCAmelCase	:      bool = True      ,					lowerCAmelCase	:      Dict[str, int] = None      ,					lowerCAmelCase	:      PILImageResampling = PILImageResampling.BILINEAR      ,					lowerCAmelCase	:      bool = True      ,					lowerCAmelCase	:      Optional[str] = None      ,					lowerCAmelCase	:      Optional[str] = ""      ,					**lowerCAmelCase	:      List[Any]      ,					)						->					None:




         """simple docstring"""

         super().__init__(**lowerCAmelCase)
         lowercase__  =	size if size is not None else {'height': 2_24, 'width': 2_24}
         lowercase__  =	get_size_dict(lowerCAmelCase)

         lowercase__  =	do_resize
         lowercase__  =	size
         lowercase__  =	resample
         lowercase__  =	apply_ocr
         lowercase__  =	ocr_lang
         lowercase__  =	tesseract_config


   def       UpperCAmelCase		(    self	:      List[str]      ,					lowerCAmelCase	:      np.ndarray      ,					lowerCAmelCase	:      Dict[str, int]      ,					lowerCAmelCase	:      PILImageResampling = PILImageResampling.BILINEAR      ,					lowerCAmelCase	:      Optional[Union[str, ChannelDimension]] = None      ,					**lowerCAmelCase	:      Dict      ,					)						->					np.ndarray:




         """simple docstring"""

         lowercase__  =	get_size_dict(lowerCAmelCase)
         if "height" not in size or "width" not in size:
               raise ValueError(f'''The size dictionary must contain the keys \'height\' and \'width\'. Got {size.keys()}''')
         lowercase__  =	(size['height'], size['width'])
         return resize(lowerCAmelCase      ,					size=lowerCAmelCase      ,					resample=lowerCAmelCase      ,					data_format=lowerCAmelCase      ,					**lowerCAmelCase)



   def       UpperCAmelCase		(    self	:      Dict      ,					lowerCAmelCase	:      ImageInput      ,					lowerCAmelCase	:      bool = None      ,					lowerCAmelCase	:      Dict[str, int] = None      ,					lowerCAmelCase	:      PILImageResampling = None      ,					lowerCAmelCase	:      bool = None      ,					lowerCAmelCase	:      Optional[str] = None      ,					lowerCAmelCase	:      Optional[str] = None      ,					lowerCAmelCase	:      Optional[Union[str, TensorType]] = None      ,					lowerCAmelCase	:      ChannelDimension = ChannelDimension.FIRST      ,					**lowerCAmelCase	:      Any      ,					)						->					PIL.Image.Image:




         """simple docstring"""

         lowercase__  =	do_resize if do_resize is not None else self.do_resize
         lowercase__  =	size if size is not None else self.size
         lowercase__  =	get_size_dict(lowerCAmelCase)
         lowercase__  =	resample if resample is not None else self.resample
         lowercase__  =	apply_ocr if apply_ocr is not None else self.apply_ocr
         lowercase__  =	ocr_lang if ocr_lang is not None else self.ocr_lang
         lowercase__  =	tesseract_config if tesseract_config is not None else self.tesseract_config

         lowercase__  =	make_list_of_images(lowerCAmelCase)

         if not valid_images(lowerCAmelCase):
               raise ValueError(
                   'Invalid image type. Must be of type PIL.Image.Image, numpy.ndarray, '
                   'torch.Tensor, tf.Tensor or jax.ndarray.')

         if do_resize and size is None:
               raise ValueError('Size must be specified if do_resize is True.')

         # All transformations expect numpy arrays.
         lowercase__  =	[to_numpy_array(lowerCAmelCase) for image in images]

         if apply_ocr:
               requires_backends(self      ,					'pytesseract')
               lowercase__  =	[]
               lowercase__  =	[]
               for image in images:
                     lowercase__,						lowercase__  =	apply_tesseract(lowerCAmelCase      ,					lowerCAmelCase      ,					lowerCAmelCase)
                     words_batch.append(lowerCAmelCase)
                     boxes_batch.append(lowerCAmelCase)

         if do_resize:
               lowercase__  =	[self.resize(image=lowerCAmelCase      ,					size=lowerCAmelCase      ,					resample=lowerCAmelCase) for image in images]

         # flip color channels from RGB to BGR (as Detectron2 requires this)
         lowercase__  =	[flip_channel_order(lowerCAmelCase) for image in images]
         lowercase__  =	[to_channel_dimension_format(lowerCAmelCase      ,					lowerCAmelCase) for image in images]

         lowercase__  =	BatchFeature(data={'pixel_values': images}      ,					tensor_type=lowerCAmelCase)

         if apply_ocr:
               lowercase__  =	words_batch
               lowercase__  =	boxes_batch
         return data





from math import sqrt

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (
          number >= 0
      ), "'number' must been an int and positive"

      lowercase__  =	True

      # 0 and 1 are none primes.
      if number <= 1:
            lowercase__  =	False

      for divisor in range(2    ,	int(round(sqrt(A__						)						)						) + 1						):
            # if 'number' divisible by 'divisor' then sets 'status'
            # of false and break up the loop.
            if number % divisor == 0:
                  lowercase__  =	False
                  break

    # precondition
      assert isinstance(A__    ,	A__						), "'status' must been from type bool"

      return status

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (n > 2), "'N' must been an int and > 2"

      # beginList: contains all natural numbers from 2 up to N
      lowercase__  =	list(range(2    ,	n + 1						)						)

      lowercase__  =	[]  # this list will be returns.

      # actual sieve of erathostenes
      for i in range(len(A__						)						):
            for j in range(i + 1    ,	len(A__						)						):
                  if (begin_list[i] != 0) and (begin_list[j] % begin_list[i] == 0):
                        lowercase__  =	0

    # filters actual prime numbers.
      lowercase__  =	[x for x in begin_list if x != 0]

      # precondition
      assert isinstance(A__    ,	A__						), "'ans' must been from type list"

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (n > 2), "'N' must been an int and > 2"

      lowercase__  =	[]

      # iterates over all numbers between 2 up to N+1
      # if a number is prime then appends to list 'ans'
      for number in range(2    ,	n + 1						):
            if is_prime(A__						):
                  ans.append(A__						)

    # precondition
      assert isinstance(A__    ,	A__						), "'ans' must been from type list"

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and number >= 0, "'number' must been an int and >= 0"

      lowercase__  =	[]  # this list will be returns of the function.

      # potential prime number factors.

      lowercase__  =	2

      lowercase__  =	number

      if number == 0 or number == 1:
            ans.append(A__						)

      # if 'number' not prime then builds the prime factorization of 'number'
      elif not is_prime(A__						):
            while quotient != 1:
                  if is_prime(A__						) and (quotient % factor == 0):
                        ans.append(A__						)
                        quotient /= factor
                  else:
                        factor += 1

      else:
            ans.append(A__						)

      # precondition
      assert isinstance(A__    ,	A__						), "'ans' must been from type list"

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (
          number >= 0
      ), "'number' bust been an int and >= 0"

      lowercase__  =	0

      # prime factorization of 'number'
      lowercase__  =	prime_factorization(A__						)

      lowercase__  =	max(A__						)

      # precondition
      assert isinstance(A__    ,	A__						), "'ans' must been from type int"

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (
          number >= 0
      ), "'number' bust been an int and >= 0"

      lowercase__  =	0

      # prime factorization of 'number'
      lowercase__  =	prime_factorization(A__						)

      lowercase__  =	min(A__						)

      # precondition
      assert isinstance(A__    ,	A__						), "'ans' must been from type int"

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						), "'number' must been an int"
      assert isinstance(number % 2 == 0    ,	A__						), "compare bust been from type bool"

      return number % 2 == 0

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						), "'number' must been an int"
      assert isinstance(number % 2 != 0    ,	A__						), "compare bust been from type bool"

      return number % 2 != 0

def 	_lowerCAmelCase (    A__						):
      assert (
          isinstance(A__    ,	A__						) and (number > 2) and is_even(A__						)
      ), "'number' must been an int, even and > 2"

      lowercase__  =	[]  # this list will returned

      # creates a list of prime numbers between 2 up to 'number'
      lowercase__  =	get_prime_numbers(A__						)
      lowercase__  =	len(A__						)

      # run variable for while-loops.
      lowercase__  =	0
      lowercase__  =	None

      # exit variable. for break up the loops
      lowercase__  =	True

      while i < len_pn and loop:
            lowercase__  =	i + 1

            while j < len_pn and loop:
                  if prime_numbers[i] + prime_numbers[j] == number:
                        lowercase__  =	False
                        ans.append(prime_numbers[i]						)
                        ans.append(prime_numbers[j]						)

                  j += 1

            i += 1

      # precondition
      assert (
          isinstance(A__    ,	A__						)
          and (len(A__						) == 2)
          and (ans[0] + ans[1] == number)
          and is_prime(ans[0]						)
          and is_prime(ans[1]						)
      ), "'ans' must contains two primes. And sum of elements must been eq 'number'"

      return ans

def 	_lowerCAmelCase (    A__    ,	A__						):
      assert (
          isinstance(A__    ,	A__						)
          and isinstance(A__    ,	A__						)
          and (numbera >= 0)
          and (numbera >= 0)
      ), "'number1' and 'number2' must been positive integer."

      lowercase__  =	0

      while numbera != 0:
            lowercase__  =	numbera % numbera
            lowercase__  =	numbera
            lowercase__  =	rest

      # precondition
      assert isinstance(A__    ,	A__						) and (
          numbera >= 0
      ), "'number' must been from type int and positive"

      return numbera

def 	_lowerCAmelCase (    A__    ,	A__						):
      assert (
          isinstance(A__    ,	A__						)
          and isinstance(A__    ,	A__						)
          and (numbera >= 1)
          and (numbera >= 1)
      ), "'number1' and 'number2' must been positive integer."

      lowercase__  =	1  # actual answer that will be return.

      # for kgV (x,1)
      if numbera > 1 and numbera > 1:
            # builds the prime factorization of 'number1' and 'number2'
            lowercase__  =	prime_factorization(A__						)
            lowercase__  =	prime_factorization(A__						)

      elif numbera == 1 or numbera == 1:
            lowercase__  =	[]
            lowercase__  =	[]
            lowercase__  =	max(A__    ,	A__						)

      lowercase__  =	0
      lowercase__  =	0

      lowercase__  =	[]  # captured numbers int both 'primeFac1' and 'primeFac2'

      # iterates through primeFac1
      for n in prime_fac_a:
            if n not in done:
                  if n in prime_fac_a:
                        lowercase__  =	prime_fac_a.count(A__						)
                        lowercase__  =	prime_fac_a.count(A__						)

                        for _ in range(max(A__    ,	A__						)						):
                              ans *= n

                  else:
                        lowercase__  =	prime_fac_a.count(A__						)

                        for _ in range(A__						):
                              ans *= n

                  done.append(A__						)

    # iterates through primeFac2
      for n in prime_fac_a:
            if n not in done:
                  lowercase__  =	prime_fac_a.count(A__						)

                  for _ in range(A__						):
                        ans *= n

                  done.append(A__						)

    # precondition
      assert isinstance(A__    ,	A__						) and (
          ans >= 0
      ), "'ans' must been from type int and positive"

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (n >= 0), "'number' must been a positive int"

      lowercase__  =	0
      lowercase__  =	2  # this variable holds the answer

      while index < n:
            index += 1

            ans += 1  # counts to the next number

            # if ans not prime then
            # runs to the next prime number.
            while not is_prime(A__						):
                  ans += 1

    # precondition
      assert isinstance(A__    ,	A__						) and is_prime(
          A__						), "'ans' must been a prime number and from type int"

      return ans

def 	_lowerCAmelCase (    A__    ,	A__						):
      assert (
          is_prime(A__						) and is_prime(A__						) and (p_number_a < p_number_a)
      ), "The arguments must been prime numbers and 'pNumber1' < 'pNumber2'"

      lowercase__  =	p_number_a + 1  # jump to the next number

      lowercase__  =	[]  # this list will be returns.

      # if number is not prime then
      # fetch the next prime number.
      while not is_prime(A__						):
            number += 1

      while number < p_number_a:
            ans.append(A__						)

            number += 1

            # fetch the next prime number.
            while not is_prime(A__						):
                  number += 1

    # precondition
      assert (
          isinstance(A__    ,	A__						)
          and ans[0] != p_number_a
          and ans[len(A__						) - 1] != p_number_a
      ), "'ans' must been a list without the arguments"

      # 'ans' contains not 'pNumber1' and 'pNumber2' !
      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (n >= 1), "'n' must been int and >= 1"

      lowercase__  =	[]  # will be returned.

      for divisor in range(1    ,	n + 1						):
            if n % divisor == 0:
                  ans.append(A__						)

    # precondition
      assert ans[0] == 1 and ans[len(A__						) - 1] == n, "Error in function getDivisiors(...)"

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (
          number > 1
      ), "'number' must been an int and >= 1"

      lowercase__  =	get_divisors(A__						)

      # precondition
      assert (
          isinstance(A__    ,	A__						)
          and (divisors[0] == 1)
          and (divisors[len(A__						) - 1] == number)
      ), "Error in help-function getDivisiors(...)"

      # summed all divisors up to 'number' (exclusive), hence [:-1]
      return sum(divisors[:-1]						) == number

def 	_lowerCAmelCase (    A__    ,	A__						):
      assert (
          isinstance(A__    ,	A__						)
          and isinstance(A__    ,	A__						)
          and (denominator != 0)
      ), "The arguments must been from type int and 'denominator' != 0"

      # build the greatest common divisor of numerator and denominator.
      lowercase__  =	gcd(abs(A__						)    ,	abs(A__						)						)

      # precondition
      assert (
          isinstance(A__    ,	A__						)
          and (numerator % gcd_of_fraction == 0)
          and (denominator % gcd_of_fraction == 0)
      ), "Error in function gcd(...,...)"

      return (numerator // gcd_of_fraction, denominator // gcd_of_fraction)

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (n >= 0), "'n' must been a int and >= 0"

      lowercase__  =	1  # this will be return.

      for factor in range(1    ,	n + 1						):
            ans *= factor

      return ans

def 	_lowerCAmelCase (    A__						):
      assert isinstance(A__    ,	A__						) and (n >= 0), "'n' must been an int and >= 0"

      lowercase__  =	0
      lowercase__  =	1
      lowercase__  =	1  # this will be return

      for _ in range(n - 1						):
            lowercase__  =	ans
            ans += fiba
            lowercase__  =	tmp

      return ans
