






import torch

from diffusers import DiffusionPipeline



class 							SCREAMING_SNAKE_CASE__						(    UpperCamelCase_						):





					"""simple docstring"""






					def __init__( self					:  Optional[int]							,		__A					:  List[str]							,		__A					:  Tuple	):
						super().__init__()

						self.register_modules(unet=__A							,		scheduler=__A	)






					def __call__( self					:  Optional[int]	):
						snake_case__			:				int       =  torch.randn(
						    (1, self.unet.config.in_channels, self.unet.config.sample_size, self.unet.config.sample_size)							,		)
						snake_case__			:				Tuple       =  1

						snake_case__			:				Union[str, Any]       =  self.unet(__A							,		__A	).sample
						snake_case__			:				Optional[int]       =  self.scheduler.step(__A							,		__A							,		__A	).prev_sample

						snake_case__			:				str       =  scheduler_output - scheduler_output + torch.ones_like(__A	)

						return result











from __future__ import annotations







def 					SCREAMING_SNAKE_CASE    (			snake_case_ :							float					,  snake_case_ :							float					,  snake_case_ :							float       ):
	if days_between_payments <= 0:
		raise ValueError("days_between_payments must be > 0"       )
	if daily_interest_rate < 0:
		raise ValueError("daily_interest_rate must be >= 0"       )
	if principal <= 0:
		raise ValueError("principal must be > 0"       )
	return principal * daily_interest_rate * days_between_payments







def 					SCREAMING_SNAKE_CASE    (			snake_case_ :							float					,  snake_case_ :							float					,  snake_case_ :							float					,  ):
	if number_of_compounding_periods <= 0:
		raise ValueError("number_of_compounding_periods must be > 0"       )
	if nominal_annual_interest_rate_percentage < 0:
		raise ValueError("nominal_annual_interest_rate_percentage must be >= 0"       )
	if principal <= 0:
		raise ValueError("principal must be > 0"       )

	return principal * (
	    (1 + nominal_annual_interest_rate_percentage) ** number_of_compounding_periods
	    - 1
	)







def 					SCREAMING_SNAKE_CASE    (			snake_case_ :							float					,  snake_case_ :							float					,  snake_case_ :							float					,  ):
	if number_of_years <= 0:
		raise ValueError("number_of_years must be > 0"       )
	if nominal_annual_percentage_rate < 0:
		raise ValueError("nominal_annual_percentage_rate must be >= 0"       )
	if principal <= 0:
		raise ValueError("principal must be > 0"       )

	return compound_interest(
	    snake_case_					,  nominal_annual_percentage_rate / 365					,  number_of_years * 365       )


if __name__ == "__main__":
	import doctest

	doctest.testmod()



