





'''simple docstring'''


import numpy as np
import PIL
import torch
import torchvision.transforms as T
import torchvision.transforms.functional as TF
from PIL import Image


def 		__a(SCREAMING_SNAKE_CASE_					:   Optional[int]						,    SCREAMING_SNAKE_CASE_					:   Dict=256      ):



    '''simple docstring'''





    _lowerCAmelCase		     = min(img.size      )

    if s < target_image_size:
        raise ValueError(F'''min dim for image {s} < {target_image_size}'''      )

    _lowerCAmelCase		     = target_image_size / s
    _lowerCAmelCase		     = (round(r * img.size[1]      ), round(r * img.size[0]      ))
    _lowerCAmelCase		     = TF.resize(SCREAMING_SNAKE_CASE_						,    SCREAMING_SNAKE_CASE_						,    interpolation=PIL.Image.LANCZOS      )
    _lowerCAmelCase		     = TF.center_crop(SCREAMING_SNAKE_CASE_						,    output_size=2 * [target_image_size]      )
    _lowerCAmelCase		     = torch.unsqueeze(T.ToTensor()(SCREAMING_SNAKE_CASE_      )						,    0      )
    return img


def 		__a(SCREAMING_SNAKE_CASE_					:   List[Any]      ):



    '''simple docstring'''





    _lowerCAmelCase		     = 2.0 * x - 1.0
    return x


def 		__a(SCREAMING_SNAKE_CASE_					:   int						,    SCREAMING_SNAKE_CASE_					:   Optional[int]=True						,    SCREAMING_SNAKE_CASE_					:   Any="RGB"      ):



    '''simple docstring'''





    _lowerCAmelCase		     = x.detach().cpu()
    if process:
        _lowerCAmelCase		     = post_process_tensor(SCREAMING_SNAKE_CASE_      )
    _lowerCAmelCase		     = x.numpy()
    if process:
        _lowerCAmelCase		     = (255 * x).astype(np.uinta      )
    _lowerCAmelCase		     = Image.fromarray(SCREAMING_SNAKE_CASE_      )
    if not x.mode == mode:
        _lowerCAmelCase		     = x.convert(SCREAMING_SNAKE_CASE_      )
    return x


def 		__a(SCREAMING_SNAKE_CASE_					:   Dict      ):



    '''simple docstring'''





    _lowerCAmelCase		     = torch.clamp(SCREAMING_SNAKE_CASE_						,    -1.0						,    1.0      )
    _lowerCAmelCase		     = (x + 1.0) / 2.0
    _lowerCAmelCase		     = x.permute(1						,    2						,    0      )
    return x





def 		__a(SCREAMING_SNAKE_CASE_					:   Optional[Any]      ):



    '''simple docstring'''





    _lowerCAmelCase		     = post_process_tensor(x.squeeze()      )
    return x.permute(2						,    0						,    1      ).unsqueeze(0      )









'''simple docstring'''


import math


def 		__a(SCREAMING_SNAKE_CASE_					:   int      ):



    '''simple docstring'''





    if number == 0:
        _lowerCAmelCase		     = "Zero"
        return words
    else:
        _lowerCAmelCase		     = math.logaa(SCREAMING_SNAKE_CASE_      )
        _lowerCAmelCase		     = digits + 1
        _lowerCAmelCase		     = {}
        _lowerCAmelCase		     = ""
        _lowerCAmelCase		     = "One"
        _lowerCAmelCase		     = "Two"
        _lowerCAmelCase		     = "Three"
        _lowerCAmelCase		     = "Four"
        _lowerCAmelCase		     = "Five"
        _lowerCAmelCase		     = "Six"
        _lowerCAmelCase		     = "Seven"
        _lowerCAmelCase		     = "Eight"
        _lowerCAmelCase		     = "Nine"

        _lowerCAmelCase		     = {}
        _lowerCAmelCase		     = ""
        _lowerCAmelCase		     = "Twenty"
        _lowerCAmelCase		     = "Thirty"
        _lowerCAmelCase		     = "Forty"
        _lowerCAmelCase		     = "Fifty"
        _lowerCAmelCase		     = "Sixty"
        _lowerCAmelCase		     = "Seventy"
        _lowerCAmelCase		     = "Eighty"
        _lowerCAmelCase		     = "Ninety"

        _lowerCAmelCase		     = {}
        _lowerCAmelCase		     = "Ten"
        _lowerCAmelCase		     = "Eleven"
        _lowerCAmelCase		     = "Twelve"
        _lowerCAmelCase		     = "Thirteen"
        _lowerCAmelCase		     = "Fourteen"
        _lowerCAmelCase		     = "Fifteen"
        _lowerCAmelCase		     = "Sixteen"
        _lowerCAmelCase		     = "Seventeen"
        _lowerCAmelCase		     = "Eighteen"
        _lowerCAmelCase		     = "Nineteen"

        _lowerCAmelCase		     = {}
        _lowerCAmelCase		     = "Hundred,"
        _lowerCAmelCase		     = "Thousand,"
        _lowerCAmelCase		     = "Lakh,"
        _lowerCAmelCase		     = "Crore,"

        _lowerCAmelCase		     = number
        _lowerCAmelCase		     = ""
        _lowerCAmelCase		     = 0
        _lowerCAmelCase		     = int(SCREAMING_SNAKE_CASE_      )
        while counter < digits:
            _lowerCAmelCase		     = temp_num % 10
            if counter % 2 == 0:
                _lowerCAmelCase		     = ""
                if counter in placevalue and current != 0:
                    _lowerCAmelCase		     = placevalue[counter]
                if counter == 2:
                    _lowerCAmelCase		     = singles[current] + addition + words
                elif counter == 0:
                    if ((temp_num % 100) // 10) == 1:
                        _lowerCAmelCase		     = teens[current] + addition + words
                        _lowerCAmelCase		     = temp_num // 10
                        counter += 1
                    else:
                        _lowerCAmelCase		     = singles[current] + addition + words

                else:
                    _lowerCAmelCase		     = doubles[current] + addition + words

            else:
                if counter == 1:
                    if current == 1:
                        _lowerCAmelCase		     = teens[number % 10] + words
                    else:
                        _lowerCAmelCase		     = ""
                        if counter in placevalue:
                            _lowerCAmelCase		     = placevalue[counter]
                        _lowerCAmelCase		     = doubles[current] + addition + words
                else:
                    _lowerCAmelCase		     = ""
                    if counter in placevalue:
                        if current == 0 and ((temp_num % 100) // 10) == 0:
                            _lowerCAmelCase		     = ""
                        else:
                            _lowerCAmelCase		     = placevalue[counter]
                    if ((temp_num % 100) // 10) == 1:
                        _lowerCAmelCase		     = teens[current] + addition + words
                        _lowerCAmelCase		     = temp_num // 10
                        counter += 1
                    else:
                        _lowerCAmelCase		     = singles[current] + addition + words
            counter += 1
            _lowerCAmelCase		     = temp_num // 10
    return words


if __name__ == "__main__":
       import doctest

       doctest.testmod()


