

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     SCREAMING_SNAKE_CASE__     (						__a ,	__a		):





       '''simple docstring'''




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

             self.register_buffer("""watermark_image"""    ,		torch.zeros((62, 62, 4)							)							)
             snake_case__					=   None

       def UpperCAmelCase_						(						self       :						Any    ,		lowerCAmelCase__       :						List[PIL.Image.Image]    ,		lowerCAmelCase__       :						Dict=None							)			->    List[str]:
             # copied from https://github.com/deep-floyd/IF/blob/b77482e36ca2031cb94dbca1001fc1e6400bf4ab/deepfloyd_if/modules/base.py#L287

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

             snake_case__					=   sample_size or h

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

             snake_case__	,			snake_case__					=   1024**2, img_w * img_h
             snake_case__					=   (Sa / Sa) ** 0.5
             snake_case__	,			snake_case__	,			snake_case__					=   int(K * 62							), img_w - int(14 * K							), img_h - int(14 * K							)

             if self.watermark_image_as_pil is None:
                   snake_case__					=   self.watermark_image.to(torch.uinta							).cpu().numpy()
                   snake_case__					=   Image.fromarray(lowerCAmelCase__    ,		mode="""RGBA"""							)
                   snake_case__					=   watermark_image

             snake_case__					=   self.watermark_image_as_pil.resize(
                 (wm_size, wm_size)    ,		PIL_INTERPOLATION["""bicubic"""]    ,		reducing_gap=lowerCAmelCase__							)

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

             return images









class     SCREAMING_SNAKE_CASE__     :





       '''simple docstring'''




       def __init__(						self       :						Tuple							)			->    None:
             # numbermap keys are the number and its values are lists of indexes sorted
             # in ascending order
             snake_case__					=   {}
             # indexmap keys are an index and it's values are the number at that index
             snake_case__					=   {}

       def UpperCAmelCase_						(						self       :						Optional[int]    ,		lowerCAmelCase__       :						list | str | range    ,		lowerCAmelCase__       :						int							)			->    list[int]:
             if isinstance(lowerCAmelCase__    ,		(range, str)							):
                   snake_case__					=   list(lowerCAmelCase__							)
             elif not isinstance(lowerCAmelCase__    ,		lowerCAmelCase__							):
                   raise TypeError(
                       """binary_search_delete() only accepts either a list, range or str"""							)

             snake_case__					=   0
             snake_case__					=   len(lowerCAmelCase__							) - 1

             while low <= high:
                   snake_case__					=   (low + high) // 2
                   if array[mid] == item:
                         array.pop(lowerCAmelCase__							)
                         return array
                   elif array[mid] < item:
                         snake_case__					=   mid + 1
                   else:
                         snake_case__					=   mid - 1
             raise ValueError(
                 """Either the item is not in the array or the array was unsorted"""							)

       def UpperCAmelCase_						(						self       :						Optional[Any]    ,		lowerCAmelCase__       :						list | str | range    ,		lowerCAmelCase__       :						int							)			->    list[int]:
             if isinstance(lowerCAmelCase__    ,		(range, str)							):
                   snake_case__					=   list(lowerCAmelCase__							)
             elif not isinstance(lowerCAmelCase__    ,		lowerCAmelCase__							):
                   raise TypeError(
                       """binary_search_insert() only accepts either a list, range or str"""							)

             snake_case__					=   0
             snake_case__					=   len(lowerCAmelCase__							) - 1

             while low <= high:
                   snake_case__					=   (low + high) // 2
                   if array[mid] == index:
                         # If the item already exists in the array,
                         # insert it after the existing item
                         array.insert(mid + 1    ,		lowerCAmelCase__							)
                         return array
                   elif array[mid] < index:
                         snake_case__					=   mid + 1
                   else:
                         snake_case__					=   mid - 1

        # If the item doesn't exist in the array, insert it at the appropriate position
             array.insert(lowerCAmelCase__    ,		lowerCAmelCase__							)
             return array

       def UpperCAmelCase_						(						self       :						str    ,		lowerCAmelCase__       :						int    ,		lowerCAmelCase__       :						int							)			->    None:
             # Remove previous index
             if index in self.indexmap:
                   snake_case__					=   self.indexmap[index]
                   if len(self.numbermap[n]							) == 1:
                         del self.numbermap[n]
                   else:
                         snake_case__					=   self.binary_search_delete(self.numbermap[n]    ,		lowerCAmelCase__							)

        # Set new index
             snake_case__					=   number

             # Number not seen before or empty so insert number value
             if number not in self.numbermap:
                   snake_case__					=   [index]

             # Here we need to perform a binary search insertion in order to insert
             # The item in the correct place
             else:
                   snake_case__					=   self.binary_search_insert(
                       self.numbermap[number]    ,		lowerCAmelCase__							)

       def UpperCAmelCase_						(						self       :						Any    ,		lowerCAmelCase__       :						int							)			->    int:
             return self.numbermap.get(lowerCAmelCase__    ,		[-1]							)[0]


if __name__ == "__main__":
       import doctest

       doctest.testmod()






