





import numpy as np
import torch
from imwatermark import WatermarkEncoder


# Copied from https://github.com/Stability-AI/generative-models/blob/613af104c6b85184091d42d374fef420eddb356d/scripts/demo/streamlit_helpers.py#L66
__UpperCamelCase:	Optional[Any] = 0B101100111110110010010000011110111011000110011110
# bin(x)[2:] gives bits of x as str, use int to convert them to 0/1
__UpperCamelCase:	Optional[int] = [int(bit) for bit in bin(WATERMARK_MESSAGE)[2:]]


class       __lowerCAmelCase					:


	'''simple docstring'''





	def __init__(						self:						List[str]			):
			lowercase__					:      Any      =		WATERMARK_BITS
			lowercase__					:      Tuple      =		WatermarkEncoder()

			self.encoder.set_watermark('bits',					self.watermark			)





	def    snake_case__(						self:						str,					lowerCamelCase_:						torch.FloatTensor			):
			# can't encode images that are smaller than 256
			if images.shape[-1] < 256:
					return images

			lowercase__					:      int      =		(255 * (images / 2 + 0.5)).cpu().permute(0,					2,					3,					1			).float().numpy()

			lowercase__					:      Optional[int]      =		[self.encoder.encode(lowerCamelCase_,					'dwtDct'			) for image in images]

			lowercase__					:      List[str]      =		torch.from_numpy(np.array(lowerCamelCase_			)			).permute(0,					3,					1,					2			)

			lowercase__					:      Tuple      =		torch.clamp(2 * (images / 255 - 0.5),					min=-1.0,					max=1.0			)
			return images









import enum
import shutil
import sys


__UpperCamelCase,	__UpperCamelCase:	Optional[int] = shutil.get_terminal_size()

__UpperCamelCase:	Optional[Any] = {"""UP""": """A""", """DOWN""": """B""", """RIGHT""": """C""", """LEFT""": """D"""}


class       __lowerCAmelCase					(       enum.Enum      ):


	'''simple docstring'''





	_A													=				0
	_A													=				1


def       SCREAMING_SNAKE_CASE__  (       _lowercase     : List[Any]   ,    _lowercase     : Union[str, Any]=""			)   ->							int:




		'''simple docstring'''
		sys.stdout.write(str(_lowercase			) + end			)
		sys.stdout.flush()


def       SCREAMING_SNAKE_CASE__  (       _lowercase     : Optional[Any]   ,    _lowercase     : Union[str, Any]   ,    _lowercase     : Optional[int]=""			)   ->							str:




		'''simple docstring'''
		forceWrite(f"""\u001b[{color}m{content}\u001b[0m"""   ,    _lowercase			)


def       SCREAMING_SNAKE_CASE__  (       )   ->							int:




		'''simple docstring'''
		forceWrite('\r'			)


def       SCREAMING_SNAKE_CASE__  (       _lowercase     : int   ,    _lowercase     : str			)   ->							List[Any]:




		'''simple docstring'''
		forceWrite(f"""\033[{num_lines}{CURSOR_TO_CHAR[direction.upper()]}"""			)


def       SCREAMING_SNAKE_CASE__  (       )   ->							Dict:




		'''simple docstring'''
		forceWrite(' ' * TERMINAL_WIDTH			)
		reset_cursor()





def       SCREAMING_SNAKE_CASE__  (       )   ->							List[str]:




		'''simple docstring'''
		reset_cursor()
		forceWrite('-' * TERMINAL_WIDTH			)


