





import sys

sys.set_int_max_str_digits(0)  # type: ignore



def    SCREAMING_SNAKE_CASE							(			snake_case       )		->						bool:
		__lowercase					=    [0] * 11
		__lowercase					=    [0] * 11

		# mark last 9 numbers
		for _ in range(9       ):
				__lowercase					=    1
				__lowercase					=    number // 10
		# flag
		__lowercase					=    True

		# check last 9 numbers for pandigitality

		for x in range(9       ):
				if not check_last[x + 1]:
						__lowercase					=    False
		if not f:
				return f

		# mark first 9 numbers
		__lowercase					=    int(str(snake_case       )[:9]       )

		for _ in range(9       ):
				__lowercase					=    1
				__lowercase					=    number // 10

		# check first 9 numbers for pandigitality

		for x in range(9       ):
				if not check_front[x + 1]:
						__lowercase					=    False
		return f



def    SCREAMING_SNAKE_CASE							(			snake_case       )		->						bool:
		__lowercase					=    [0] * 11

		# mark last 9 numbers
		for _ in range(9       ):
				__lowercase					=    1
				__lowercase					=    number // 10
		# flag
		__lowercase					=    True

		# check last 9 numbers for pandigitality

		for x in range(9       ):
				if not check_last[x + 1]:
						__lowercase					=    False
		return f



def    SCREAMING_SNAKE_CASE							(			)		->						int:
		__lowercase					=    1
		__lowercase					=    1
		__lowercase					=    2
		# temporary Fibonacci numbers

		__lowercase					=    1
		__lowercase					=    1
		__lowercase					=    2
		# temporary Fibonacci numbers mod 1e9

		# mod m=1e9, done for fast optimisation
		__lowercase					=    [0] * 1_000_000
		__lowercase					=    1_000_000_000

		for x in range(1_000_000       ):
				__lowercase					=    (aa + ba) % m
				__lowercase					=    ba % m
				__lowercase					=    ca % m
				if checka(snake_case       ):
						__lowercase					=    1

		for x in range(1_000_000       ):
				__lowercase					=    a + b
				__lowercase					=    b
				__lowercase					=    c
				# perform check only if in tocheck
				if tocheck[x + 3] and check(snake_case       ):
						return x + 3  # first 2 already done
		return -1


if __name__ == "__main__":
		print(F"""{solution() = }""")












import torch
import torch.nn.functional as F

from diffusers import VQDiffusionScheduler

from .test_schedulers import SchedulerCommonTest

class 		snake_case_      (       UpperCAmelCase_	):







	'''simple docstring'''
	__UpperCamelCase        =		(VQDiffusionScheduler,)




	def       UpperCAmelCase (	self       :    int				,			**__lowerCamelCase       :    List[Any]      )					->   Tuple:

			'''simple docstring'''




			__lowercase					=    {
			    'num_vec_classes': 4_097,
			    'num_train_timesteps': 100,
			}

			config.update(**__lowerCamelCase      )
			return config




	def       UpperCAmelCase (	self       :    List[Any]				,			__lowerCamelCase       :    List[str]      )					->   Tuple:

			'''simple docstring'''




			__lowercase					=    4
			__lowercase					=    8
			__lowercase					=    8

			__lowercase					=    torch.randint(0				,			__lowerCamelCase				,			(batch_size, height * width)      )

			return sample




	@property
	def       UpperCAmelCase (	self       :    Any      )					->   List[Any]:

			'''simple docstring'''




			assert False




	def       UpperCAmelCase (	self       :    Union[str, Any]				,			__lowerCamelCase       :    str      )					->   Dict:

			'''simple docstring'''




			def model(__lowerCamelCase       :    Dict				,			__lowerCamelCase       :    Optional[Any]				,			*__lowerCamelCase       :    List[Any]      ):
					__lowercase	,			__lowercase					=    sample.shape
					__lowercase					=    torch.rand((batch_size, num_vec_classes - 1, num_latent_pixels)      )
					__lowercase					=    F.log_softmax(logits.double()				,			dim=1      ).float()
					return return_value

			return model




	def       UpperCAmelCase (	self       :    Dict      )					->   List[Any]:

			'''simple docstring'''




			for timesteps in [2, 5, 100, 1_000]:
					self.check_over_configs(num_train_timesteps=__lowerCamelCase      )




	def       UpperCAmelCase (	self       :    Optional[Any]      )					->   int:

			'''simple docstring'''




			for num_vec_classes in [5, 100, 1_000, 4_000]:
					self.check_over_configs(num_vec_classes=__lowerCamelCase      )




	def       UpperCAmelCase (	self       :    Any      )					->   List[Any]:

			'''simple docstring'''




			for t in [0, 50, 99]:
					self.check_over_forward(time_step=__lowerCamelCase      )






	def       UpperCAmelCase (	self       :    str      )					->   Optional[int]:

			'''simple docstring'''




			pass




