from typing import List

import PIL
import torch
from PIL import Image

from ...configuration_utils import ConfigMixin
from ...models.modeling_utils import ModelMixin
from ...utils import PIL_INTERPOLATION


class 						a__							(   __snake_case      ,						__snake_case		):



			def __init__(						self    ) ->    Optional[int]:
								super().__init__()

								self.register_buffer('watermark_image'      ,						torch.zeros((6_2, 6_2, 4)    )    )
								__a							=   None







			def __SCREAMING_SNAKE_CASE							(						self      ,						UpperCAmelCase      ,						UpperCAmelCase=None    ) ->    int:
								# copied from https://github.com/deep-floyd/IF/blob/b77482e36ca2031cb94dbca1001fc1e6400bf4ab/deepfloyd_if/modules/base.py#L287

								__a							=   images[0].height
								__a							=   images[0].width

								__a							=   sample_size or h

								__a							=   min(h / sample_size      ,						w / sample_size    )
								__a					,      __a							=   (int(h / coef    ), int(w / coef    )) if coef < 1 else (h, w)

								__a					,      __a							=   1_0_2_4**2, img_w * img_h
								__a							=   (Sa / Sa) ** 0.5
								__a					,      __a					,      __a							=   int(K * 6_2    ), img_w - int(1_4 * K    ), img_h - int(1_4 * K    )

								if self.watermark_image_as_pil is None:
													__a							=   self.watermark_image.to(torch.uinta    ).cpu().numpy()
													__a							=   Image.fromarray(UpperCAmelCase      ,						mode='RGBA'    )
													__a							=   watermark_image

								__a							=   self.watermark_image_as_pil.resize(
								    (wm_size, wm_size)      ,						PIL_INTERPOLATION['bicubic']      ,						reducing_gap=UpperCAmelCase    )

								for pil_img in images:
													pil_img.paste(UpperCAmelCase      ,						box=(wm_x - wm_size, wm_y - wm_size, wm_x, wm_y)      ,						mask=wm_img.split()[-1]    )

								return images





def 							lowerCAmelCase(	__lowerCamelCase = 10**6						):

					if n <= 0:
										raise ValueError('Please enter an integer greater than 0'						)

					__a							=   list(range(n + 1						)						)
					for number in range(2      ,				n + 1						):
										if phi[number] == number:
															phi[number] -= 1
															for multiple in range(number * 2      ,				n + 1      ,				__lowerCamelCase						):
																				__a							=   (phi[multiple] // number) * (number - 1)

					__a							=   1
					for number in range(1      ,				n + 1						):
										if (answer / phi[answer]) < (number / phi[number]):
															__a							=   number

					return answer


if __name__ == "__main__":
	print(solution())




