
"""simple docstring"""

from math import sqrt






def 							A						(    snake_case				:int		)				->     bool:
 assert isinstance(snake_case    , snake_case		) and (
     number >= 0
 ), "'number' must been an int and positive"

 __UpperCamelCase      =	True

 # 0 and 1 are none primes.
 if number <= 1:
  __UpperCamelCase      =	False

 for divisor in range(2    , int(round(sqrt(snake_case		)		)		) + 1		):
  # if 'number' divisible by 'divisor' then sets 'status'
  # of false and break up the loop.
  if number % divisor == 0:
   __UpperCamelCase      =	False
   break

    # precondition
 assert isinstance(snake_case    , snake_case		), "'status' must been from type bool"

 return status






def 							A						(    snake_case				:Union[str, Any]		)				->     Tuple:
 assert isinstance(snake_case    , snake_case		) and (n > 2), "'N' must been an int and > 2"

 # beginList: contains all natural numbers from 2 up to N
 __UpperCamelCase      =	list(range(2    , n + 1		)		)

 __UpperCamelCase      =	[]  # this list will be returns.

 # actual sieve of erathostenes
 for i in range(len(snake_case		)		):
  for j in range(i + 1    , len(snake_case		)		):
   if (begin_list[i] != 0) and (begin_list[j] % begin_list[i] == 0):
    __UpperCamelCase      =	0

    # filters actual prime numbers.
 __UpperCamelCase      =	[x for x in begin_list if x != 0]

 # precondition
 assert isinstance(snake_case    , snake_case		), "'ans' must been from type list"

 return ans






def 							A						(    snake_case				:Optional[int]		)				->     Any:
 assert isinstance(snake_case    , snake_case		) and (n > 2), "'N' must been an int and > 2"

 __UpperCamelCase      =	[]

 # iterates over all numbers between 2 up to N+1
 # if a number is prime then appends to list 'ans'
 for number in range(2    , n + 1		):
  if is_prime(snake_case		):
   ans.append(snake_case		)

    # precondition
 assert isinstance(snake_case    , snake_case		), "'ans' must been from type list"

 return ans






def 							A						(    snake_case				:int		)				->     int:
 assert isinstance(snake_case    , snake_case		) and number >= 0, "'number' must been an int and >= 0"

 __UpperCamelCase      =	[]  # this list will be returns of the function.

 # potential prime number factors.

 __UpperCamelCase      =	2

 __UpperCamelCase      =	number

 if number == 0 or number == 1:
  ans.append(snake_case		)

 # if 'number' not prime then builds the prime factorization of 'number'
 elif not is_prime(snake_case		):
  while quotient != 1:
   if is_prime(snake_case		) and (quotient % factor == 0):
    ans.append(snake_case		)
    quotient /= factor
   else:
    factor += 1

 else:
  ans.append(snake_case		)

 # precondition
 assert isinstance(snake_case    , snake_case		), "'ans' must been from type list"

 return ans






def 							A						(    snake_case				:Any		)				->     Optional[Any]:
 assert isinstance(snake_case    , snake_case		) and (
     number >= 0
 ), "'number' bust been an int and >= 0"

 __UpperCamelCase      =	0

 # prime factorization of 'number'
 __UpperCamelCase      =	prime_factorization(snake_case		)

 __UpperCamelCase      =	max(snake_case		)

 # precondition
 assert isinstance(snake_case    , snake_case		), "'ans' must been from type int"

 return ans






def 							A						(    snake_case				:Any		)				->     int:
 assert isinstance(snake_case    , snake_case		) and (
     number >= 0
 ), "'number' bust been an int and >= 0"

 __UpperCamelCase      =	0

 # prime factorization of 'number'
 __UpperCamelCase      =	prime_factorization(snake_case		)

 __UpperCamelCase      =	min(snake_case		)

 # precondition
 assert isinstance(snake_case    , snake_case		), "'ans' must been from type int"

 return ans






def 							A						(    snake_case				:Tuple		)				->     Dict:
 assert isinstance(snake_case    , snake_case		), "'number' must been an int"
 assert isinstance(number % 2 == 0    , snake_case		), "compare bust been from type bool"

 return number % 2 == 0






def 							A						(    snake_case				:Tuple		)				->     Optional[int]:
 assert isinstance(snake_case    , snake_case		), "'number' must been an int"
 assert isinstance(number % 2 != 0    , snake_case		), "compare bust been from type bool"

 return number % 2 != 0






def 							A						(    snake_case				:Dict		)				->     Optional[int]:
 assert (
     isinstance(snake_case    , snake_case		) and (number > 2) and is_even(snake_case		)
 ), "'number' must been an int, even and > 2"

 __UpperCamelCase      =	[]  # this list will returned

 # creates a list of prime numbers between 2 up to 'number'
 __UpperCamelCase      =	get_prime_numbers(snake_case		)
 __UpperCamelCase      =	len(snake_case		)

 # run variable for while-loops.
 __UpperCamelCase      =	0
 __UpperCamelCase      =	None

 # exit variable. for break up the loops
 __UpperCamelCase      =	True

 while i < len_pn and loop:
  __UpperCamelCase      =	i + 1

  while j < len_pn and loop:
   if prime_numbers[i] + prime_numbers[j] == number:
    __UpperCamelCase      =	False
    ans.append(prime_numbers[i]		)
    ans.append(prime_numbers[j]		)

   j += 1

  i += 1

 # precondition
 assert (
     isinstance(snake_case    , snake_case		)
     and (len(snake_case		) == 2)
     and (ans[0] + ans[1] == number)
     and is_prime(ans[0]		)
     and is_prime(ans[1]		)
 ), "'ans' must contains two primes. And sum of elements must been eq 'number'"

 return ans






def 							A						(    snake_case				:Any    , snake_case				:Union[str, Any]		)				->     str:
 assert (
     isinstance(snake_case    , snake_case		)
     and isinstance(snake_case    , snake_case		)
     and (numbera >= 0)
     and (numbera >= 0)
 ), "'number1' and 'number2' must been positive integer."

 __UpperCamelCase      =	0

 while numbera != 0:
  __UpperCamelCase      =	numbera % numbera
  __UpperCamelCase      =	numbera
  __UpperCamelCase      =	rest

 # precondition
 assert isinstance(snake_case    , snake_case		) and (
     numbera >= 0
 ), "'number' must been from type int and positive"

 return numbera






def 							A						(    snake_case				:Optional[int]    , snake_case				:Tuple		)				->     Dict:
 assert (
     isinstance(snake_case    , snake_case		)
     and isinstance(snake_case    , snake_case		)
     and (numbera >= 1)
     and (numbera >= 1)
 ), "'number1' and 'number2' must been positive integer."

 __UpperCamelCase      =	1  # actual answer that will be return.

 # for kgV (x,1)
 if numbera > 1 and numbera > 1:
  # builds the prime factorization of 'number1' and 'number2'
  __UpperCamelCase      =	prime_factorization(snake_case		)
  __UpperCamelCase      =	prime_factorization(snake_case		)

 elif numbera == 1 or numbera == 1:
  __UpperCamelCase      =	[]
  __UpperCamelCase      =	[]
  __UpperCamelCase      =	max(snake_case    , snake_case		)

 __UpperCamelCase      =	0
 __UpperCamelCase      =	0

 __UpperCamelCase      =	[]  # captured numbers int both 'primeFac1' and 'primeFac2'

 # iterates through primeFac1
 for n in prime_fac_a:
  if n not in done:
   if n in prime_fac_a:
    __UpperCamelCase      =	prime_fac_a.count(snake_case		)
    __UpperCamelCase      =	prime_fac_a.count(snake_case		)

    for _ in range(max(snake_case    , snake_case		)		):
     ans *= n

   else:
    __UpperCamelCase      =	prime_fac_a.count(snake_case		)

    for _ in range(snake_case		):
     ans *= n

   done.append(snake_case		)

    # iterates through primeFac2
 for n in prime_fac_a:
  if n not in done:
   __UpperCamelCase      =	prime_fac_a.count(snake_case		)

   for _ in range(snake_case		):
    ans *= n

   done.append(snake_case		)

    # precondition
 assert isinstance(snake_case    , snake_case		) and (
     ans >= 0
 ), "'ans' must been from type int and positive"

 return ans






def 							A						(    snake_case				:Union[str, Any]		)				->     Optional[Any]:
 assert isinstance(snake_case    , snake_case		) and (n >= 0), "'number' must been a positive int"

 __UpperCamelCase      =	0
 __UpperCamelCase      =	2  # this variable holds the answer

 while index < n:
  index += 1

  ans += 1  # counts to the next number

  # if ans not prime then
  # runs to the next prime number.
  while not is_prime(snake_case		):
   ans += 1

    # precondition
 assert isinstance(snake_case    , snake_case		) and is_prime(
     snake_case		), "'ans' must been a prime number and from type int"

 return ans






def 							A						(    snake_case				:Optional[Any]    , snake_case				:List[Any]		)				->     List[str]:
 assert (
     is_prime(snake_case		) and is_prime(snake_case		) and (p_number_a < p_number_a)
 ), "The arguments must been prime numbers and 'pNumber1' < 'pNumber2'"

 __UpperCamelCase      =	p_number_a + 1  # jump to the next number

 __UpperCamelCase      =	[]  # this list will be returns.

 # if number is not prime then
 # fetch the next prime number.
 while not is_prime(snake_case		):
  number += 1

 while number < p_number_a:
  ans.append(snake_case		)

  number += 1

  # fetch the next prime number.
  while not is_prime(snake_case		):
   number += 1

    # precondition
 assert (
     isinstance(snake_case    , snake_case		)
     and ans[0] != p_number_a
     and ans[len(snake_case		) - 1] != p_number_a
 ), "'ans' must been a list without the arguments"

 # 'ans' contains not 'pNumber1' and 'pNumber2' !
 return ans






def 							A						(    snake_case				:List[Any]		)				->     Optional[Any]:
 assert isinstance(snake_case    , snake_case		) and (n >= 1), "'n' must been int and >= 1"

 __UpperCamelCase      =	[]  # will be returned.

 for divisor in range(1    , n + 1		):
  if n % divisor == 0:
   ans.append(snake_case		)

    # precondition
 assert ans[0] == 1 and ans[len(snake_case		) - 1] == n, "Error in function getDivisiors(...)"

 return ans






def 							A						(    snake_case				:Dict		)				->     Tuple:
 assert isinstance(snake_case    , snake_case		) and (
     number > 1
 ), "'number' must been an int and >= 1"

 __UpperCamelCase      =	get_divisors(snake_case		)

 # precondition
 assert (
     isinstance(snake_case    , snake_case		)
     and (divisors[0] == 1)
     and (divisors[len(snake_case		) - 1] == number)
 ), "Error in help-function getDivisiors(...)"

 # summed all divisors up to 'number' (exclusive), hence [:-1]
 return sum(divisors[:-1]		) == number






def 							A						(    snake_case				:Optional[Any]    , snake_case				:str		)				->     str:
 assert (
     isinstance(snake_case    , snake_case		)
     and isinstance(snake_case    , snake_case		)
     and (denominator != 0)
 ), "The arguments must been from type int and 'denominator' != 0"

 # build the greatest common divisor of numerator and denominator.
 __UpperCamelCase      =	gcd(abs(snake_case		)    , abs(snake_case		)		)

 # precondition
 assert (
     isinstance(snake_case    , snake_case		)
     and (numerator % gcd_of_fraction == 0)
     and (denominator % gcd_of_fraction == 0)
 ), "Error in function gcd(...,...)"

 return (numerator // gcd_of_fraction, denominator // gcd_of_fraction)






def 							A						(    snake_case				:Any		)				->     List[Any]:
 assert isinstance(snake_case    , snake_case		) and (n >= 0), "'n' must been a int and >= 0"

 __UpperCamelCase      =	1  # this will be return.

 for factor in range(1    , n + 1		):
  ans *= factor

 return ans






def 							A						(    snake_case				:Union[str, Any]		)				->     Dict:
 assert isinstance(snake_case    , snake_case		) and (n >= 0), "'n' must been an int and >= 0"

 __UpperCamelCase      =	0
 __UpperCamelCase      =	1
 __UpperCamelCase      =	1  # this will be return

 for _ in range(n - 1		):
  __UpperCamelCase      =	ans
  ans += fiba
  __UpperCamelCase      =	tmp

 return ans





"""simple docstring"""

import argparse

import OmegaConf
import torch

from diffusers import DDIMScheduler, LDMPipeline, UNetLDMModel, VQModel






def 							A						(    snake_case				:Dict    , snake_case				:Optional[Any]    , snake_case				:List[Any]		)				->     Optional[Any]:
 __UpperCamelCase      =	OmegaConf.load(snake_case		)
 __UpperCamelCase      =	torch.load(snake_case    , map_location='cpu'		)['model']
 __UpperCamelCase      =	list(state_dict.keys()		)

 # extract state_dict for VQVAE
 __UpperCamelCase      =	{}
 __UpperCamelCase      =	'first_stage_model.'
 for key in keys:
  if key.startswith(snake_case		):
   __UpperCamelCase      =	state_dict[key]

    # extract state_dict for UNetLDM
 __UpperCamelCase      =	{}
 __UpperCamelCase      =	'model.diffusion_model.'
 for key in keys:
  if key.startswith(snake_case		):
   __UpperCamelCase      =	state_dict[key]

 __UpperCamelCase      =	config.model.params.first_stage_config.params
 __UpperCamelCase      =	config.model.params.unet_config.params

 __UpperCamelCase      =	VQModel(**snake_case		).eval()
 vqvae.load_state_dict(snake_case		)

 __UpperCamelCase      =	UNetLDMModel(**snake_case		).eval()
 unet.load_state_dict(snake_case		)

 __UpperCamelCase      =	DDIMScheduler(
     timesteps=config.model.params.timesteps    , beta_schedule='scaled_linear'    , beta_start=config.model.params.linear_start    , beta_end=config.model.params.linear_end    , clip_sample=snake_case    , )

 __UpperCamelCase      =	LDMPipeline(snake_case    , snake_case    , snake_case		)
 pipeline.save_pretrained(snake_case		)


if __name__ == "__main__":
      UpperCamelCase     :    Dict       =			argparse.ArgumentParser()
      parser.add_argument("--checkpoint_path", type=str, required=True)
      parser.add_argument("--config_path", type=str, required=True)
      parser.add_argument("--output_path", type=str, required=True)
      UpperCamelCase     :    Optional[int]       =			parser.parse_args()

      convert_ldm_original(args.checkpoint_path, args.config_path, args.output_path)



