






import unittest

import numpy as np
import torch

from diffusers import ScoreSdeVePipeline, ScoreSdeVeScheduler, UNetaDModel
from diffusers.utils.testing_utils import enable_full_determinism, require_torch, slow, torch_device


enable_full_determinism()

class 						lowerCAmelCase   (       unittest.TestCase	):

					'''simple docstring'''

					@property
					def 					lowerCAmelCase (     self :		Optional[int]							)	->     str:


												"""simple docstring"""

												torch.manual_seed(0							)
												__lowercase					:							int			=   UNetaDModel(
												    block_out_channels=(32, 64)						,   layers_per_block=2						,   sample_size=32						,   in_channels=3						,   out_channels=3						,   down_block_types=("""DownBlock2D""", """AttnDownBlock2D""")						,   up_block_types=("""AttnUpBlock2D""", """UpBlock2D""")						,   )
												return model



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


												"""simple docstring"""

												__lowercase					:							int			=   self.dummy_uncond_unet
												__lowercase					:							Dict			=   ScoreSdeVeScheduler()

												__lowercase					:							List[str]			=   ScoreSdeVePipeline(unet=__a						,   scheduler=__a							)
												sde_ve.to(__a							)
												sde_ve.set_progress_bar_config(disable=__a							)

												__lowercase					:							Optional[Any]			=   torch.manual_seed(0							)
												__lowercase					:							str			=   sde_ve(num_inference_steps=2						,   output_type="""numpy"""						,   generator=__a							).images

												__lowercase					:							Tuple			=   torch.manual_seed(0							)
												__lowercase					:							Tuple			=   sde_ve(num_inference_steps=2						,   output_type="""numpy"""						,   generator=__a						,   return_dict=__a							)[
												    0
												]

												__lowercase					:							List[str]			=   image[0, -3:, -3:, -1]
												__lowercase					:							Optional[Any]			=   image_from_tuple[0, -3:, -3:, -1]

												assert image.shape == (1, 32, 32, 3)
												__lowercase					:							int			=   np.array([0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0]							)

												assert np.abs(image_slice.flatten() - expected_slice							).max() < 1E-2
												assert np.abs(image_from_tuple_slice.flatten() - expected_slice							).max() < 1E-2







@slow
@require_torch
class 						lowerCAmelCase   (       unittest.TestCase	):

					'''simple docstring'''

					def 					lowerCAmelCase (     self :		Union[str, Any]							)	->     Union[str, Any]:


												"""simple docstring"""

												__lowercase					:							Dict			=   """google/ncsnpp-church-256"""
												__lowercase					:							List[str]			=   UNetaDModel.from_pretrained(__a							)

												__lowercase					:							str			=   ScoreSdeVeScheduler.from_pretrained(__a							)

												__lowercase					:							Union[str, Any]			=   ScoreSdeVePipeline(unet=__a						,   scheduler=__a							)
												sde_ve.to(__a							)
												sde_ve.set_progress_bar_config(disable=__a							)

												__lowercase					:							Any			=   torch.manual_seed(0							)
												__lowercase					:							Tuple			=   sde_ve(num_inference_steps=10						,   output_type="""numpy"""						,   generator=__a							).images

												__lowercase					:							str			=   image[0, -3:, -3:, -1]

												assert image.shape == (1, 256, 256, 3)

												__lowercase					:							List[str]			=   np.array([0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0]							)

												assert np.abs(image_slice.flatten() - expected_slice							).max() < 1E-2







import secrets
from random import shuffle
from string import ascii_letters, ascii_lowercase, ascii_uppercase, digits, punctuation
def 					snake_case_						(   lowerCAmelCase_				:  int = 8					):
							__lowercase					:							str			=   ascii_letters + digits + punctuation
							return "".join(secrets.choice(lowerCAmelCase_					) for _ in range(lowerCAmelCase_					)					)
def 					snake_case_						(   lowerCAmelCase_				:  str				,				lowerCAmelCase_				:  int					):
							# Password Generator = full boot with random_number, random_letters, and
							# random_character FUNCTIONS
							# Put your code here...
							i -= len(lowerCAmelCase_					)
							__lowercase					:							List[Any]			=   i // 3
							__lowercase					:							int			=   i % 3
							# chars = chars_incl + random_letters(ascii_letters, i / 3 + remainder) +
							#     random_number(digits, i / 3) + random_characters(punctuation, i / 3)
							__lowercase					:							str			=   (
							    chars_incl
							    + random(lowerCAmelCase_				,				quotient + remainder					)
							    + random(lowerCAmelCase_				,				lowerCAmelCase_					)
							    + random(lowerCAmelCase_				,				lowerCAmelCase_					)
							)
							__lowercase					:							int			=   list(lowerCAmelCase_					)
							shuffle(lowerCAmelCase_					)
							return "".join(lowerCAmelCase_					)

							# random is a generalised function for letters, characters and numbers
def 					snake_case_						(   lowerCAmelCase_				:  str				,				lowerCAmelCase_				:  int					):
							return "".join(secrets.choice(lowerCAmelCase_					) for _ in range(lowerCAmelCase_					)					)
def 					snake_case_						(   lowerCAmelCase_				:  Optional[Any]				,				lowerCAmelCase_				:  int					):
							pass  # Put your code here...
def 					snake_case_						(   lowerCAmelCase_				:  Union[str, Any]				,				lowerCAmelCase_				:  List[Any]					):
							pass  # Put your code here...
def 					snake_case_						(   lowerCAmelCase_				:  Dict				,				lowerCAmelCase_				:  Optional[int]					):
							pass  # Put your code here...
def 					snake_case_						(   lowerCAmelCase_				:  str				,				lowerCAmelCase_				:  int = 8					):

							if len(lowerCAmelCase_					) < min_length:
														# Your Password must be at least 8 characters long
														return False

							__lowercase					:							Tuple			=   any(char in ascii_uppercase for char in password					)
							__lowercase					:							Union[str, Any]			=   any(char in ascii_lowercase for char in password					)
							__lowercase					:							Dict			=   any(char in digits for char in password					)
							__lowercase					:							Tuple			=   any(char in punctuation for char in password					)

							return upper and lower and num and spec_char
							# Passwords should contain UPPERCASE, lowerase
							# numbers, and special characters
def 					snake_case_						(   ):
							__lowercase					:							Union[str, Any]			=   int(input("""Please indicate the max length of your password: """					).strip()					)
							__lowercase					:							List[str]			=   input(
							    """Please indicate the characters that must be in your password: """					).strip()
							print("""Password generated:"""				,				password_generator(lowerCAmelCase_					)					)
							print(
							    """Alternative Password generated:"""				,				alternative_password_generator(lowerCAmelCase_				,				lowerCAmelCase_					)				,				)
							print("""[If you are thinking of using this passsword, You better save it.]"""					)


if __name__ == "__main__":
	main()