
"""simple docstring"""




import gc
import unittest

from diffusers import FlaxDPMSolverMultistepScheduler, FlaxStableDiffusionPipeline
from diffusers.utils import is_flax_available, slow
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
					import jax
					import jax.numpy as jnp
					from flax.jax_utils import replicate
					from flax.training.common_utils import shard



@slow
@require_flax
class       lowerCAmelCase_		(unittest.TestCase    ):


				"""simple docstring"""



				def       __magic_name__       (self       )   ->						Dict:



											"""simple docstring"""




											super().tearDown()
											gc.collect()



				def       __magic_name__       (self       )   ->						Optional[int]:



											"""simple docstring"""




											SCREAMING_SNAKE_CASE__		:			int	 =  FlaxStableDiffusionPipeline.from_pretrained(
											    """stabilityai/stable-diffusion-2"""  ,			revision="""bf16"""  ,			dtype=jnp.bfloataa  ,			)

											SCREAMING_SNAKE_CASE__		:			Any	 =  '''A painting of a squirrel eating a burger'''
											SCREAMING_SNAKE_CASE__		:			List[Any]	 =  jax.device_count()
											SCREAMING_SNAKE_CASE__		:			Optional[Any]	 =  num_samples * [prompt]
											SCREAMING_SNAKE_CASE__		:			Optional[Any]	 =  sd_pipe.prepare_inputs(_lowerCamelCase       )

											SCREAMING_SNAKE_CASE__		:			List[str]	 =  replicate(_lowerCamelCase       )
											SCREAMING_SNAKE_CASE__		:			Dict	 =  shard(_lowerCamelCase       )

											SCREAMING_SNAKE_CASE__		:			Dict	 =  jax.random.PRNGKey(0       )
											SCREAMING_SNAKE_CASE__		:			Optional[Any]	 =  jax.random.split(_lowerCamelCase  ,			jax.device_count()       )

											SCREAMING_SNAKE_CASE__		:			Dict	 =  sd_pipe(_lowerCamelCase  ,			_lowerCamelCase  ,			_lowerCamelCase  ,			num_inference_steps=25  ,			jit=_lowerCamelCase       )[0]
											assert images.shape == (jax.device_count(), 1, 7_68, 7_68, 3)

											SCREAMING_SNAKE_CASE__		:			List[str]	 =  images.reshape((images.shape[0] * images.shape[1],) + images.shape[-3:]       )
											SCREAMING_SNAKE_CASE__		:			Union[str, Any]	 =  images[0, 2_53:2_56, 2_53:2_56, -1]

											SCREAMING_SNAKE_CASE__		:			List[Any]	 =  jnp.asarray(jax.device_get(image_slice.flatten()       )       )
											SCREAMING_SNAKE_CASE__		:			str	 =  jnp.array([0.4238, 0.4414, 0.4395, 0.4453, 0.4629, 0.4590, 0.4531, 0.45508, 0.4512]       )
											print(F'''output_slice: {output_slice}'''       )
											assert jnp.abs(output_slice - expected_slice       ).max() < 1E-2



				def       __magic_name__       (self       )   ->						List[str]:



											"""simple docstring"""




											SCREAMING_SNAKE_CASE__		:			Optional[int]	 =  '''stabilityai/stable-diffusion-2'''
											SCREAMING_SNAKE_CASE__		:			Dict	 =  FlaxDPMSolverMultistepScheduler.from_pretrained(_lowerCamelCase  ,			subfolder="""scheduler"""       )
											SCREAMING_SNAKE_CASE__		:			str	 =  FlaxStableDiffusionPipeline.from_pretrained(
											    _lowerCamelCase  ,			scheduler=_lowerCamelCase  ,			revision="""bf16"""  ,			dtype=jnp.bfloataa  ,			)
											SCREAMING_SNAKE_CASE__		:			Optional[int]	 =  scheduler_params

											SCREAMING_SNAKE_CASE__		:			List[str]	 =  '''A painting of a squirrel eating a burger'''
											SCREAMING_SNAKE_CASE__		:			Tuple	 =  jax.device_count()
											SCREAMING_SNAKE_CASE__		:			List[str]	 =  num_samples * [prompt]
											SCREAMING_SNAKE_CASE__		:			List[Any]	 =  sd_pipe.prepare_inputs(_lowerCamelCase       )

											SCREAMING_SNAKE_CASE__		:			Union[str, Any]	 =  replicate(_lowerCamelCase       )
											SCREAMING_SNAKE_CASE__		:			Tuple	 =  shard(_lowerCamelCase       )

											SCREAMING_SNAKE_CASE__		:			Tuple	 =  jax.random.PRNGKey(0       )
											SCREAMING_SNAKE_CASE__		:			str	 =  jax.random.split(_lowerCamelCase  ,			jax.device_count()       )

											SCREAMING_SNAKE_CASE__		:			List[str]	 =  sd_pipe(_lowerCamelCase  ,			_lowerCamelCase  ,			_lowerCamelCase  ,			num_inference_steps=25  ,			jit=_lowerCamelCase       )[0]
											assert images.shape == (jax.device_count(), 1, 7_68, 7_68, 3)

											SCREAMING_SNAKE_CASE__		:			int	 =  images.reshape((images.shape[0] * images.shape[1],) + images.shape[-3:]       )
											SCREAMING_SNAKE_CASE__		:			List[str]	 =  images[0, 2_53:2_56, 2_53:2_56, -1]

											SCREAMING_SNAKE_CASE__		:			Union[str, Any]	 =  jnp.asarray(jax.device_get(image_slice.flatten()       )       )
											SCREAMING_SNAKE_CASE__		:			int	 =  jnp.array([0.4336, 0.42969, 0.4453, 0.4199, 0.4297, 0.4531, 0.4434, 0.4434, 0.4297]       )
											print(F'''output_slice: {output_slice}'''       )
											assert jnp.abs(output_slice - expected_slice       ).max() < 1E-2








import secrets
from random import shuffle
from string import ascii_letters, ascii_lowercase, ascii_uppercase, digits, punctuation
def 							__lowerCamelCase		(					UpperCAmelCase_		:						int = 8		):




      """simple docstring"""





      a		:Optional[int]									=			ascii_letters + digits + punctuation
      return "".join(secrets.choice(UpperCAmelCase_		) for _ in range(UpperCAmelCase_		)		)
def 							__lowerCamelCase		(					UpperCAmelCase_		:						str					,    UpperCAmelCase_		:						int		):




      """simple docstring"""





      i -= len(UpperCAmelCase_		)
      a		:Tuple									=			i // 3
      a		:int									=			i % 3
      # chars = chars_incl + random_letters(ascii_letters, i / 3 + remainder) +
      #     random_number(digits, i / 3) + random_characters(punctuation, i / 3)
      a		:Union[str, Any]									=			(
          chars_incl
          + random(UpperCAmelCase_					,    quotient + remainder		)
          + random(UpperCAmelCase_					,    UpperCAmelCase_		)
          + random(UpperCAmelCase_					,    UpperCAmelCase_		)
      )
      a		:Dict									=			list(UpperCAmelCase_		)
      shuffle(UpperCAmelCase_		)
      return "".join(UpperCAmelCase_		)

      # random is a generalised function for letters, characters and numbers
def 							__lowerCamelCase		(					UpperCAmelCase_		:						str					,    UpperCAmelCase_		:						int		):




      """simple docstring"""





      return "".join(secrets.choice(UpperCAmelCase_		) for _ in range(UpperCAmelCase_		)		)
def 							__lowerCamelCase		(					UpperCAmelCase_		:						Union[str, Any]					,    UpperCAmelCase_		:						Tuple		):




      """simple docstring"""





      pass  # Put your code here...
def 							__lowerCamelCase		(					UpperCAmelCase_		:						Union[str, Any]					,    UpperCAmelCase_		:						str		):




      """simple docstring"""





      pass  # Put your code here...
def 							__lowerCamelCase		(					UpperCAmelCase_		:						str					,    UpperCAmelCase_		:						Optional[int]		):




      """simple docstring"""





      pass  # Put your code here...
def 							__lowerCamelCase		(					UpperCAmelCase_		:						str					,    UpperCAmelCase_		:						int = 8		):




      """simple docstring"""





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

      a		:Dict									=			any(char in ascii_uppercase for char in password		)
      a		:Optional[int]									=			any(char in ascii_lowercase for char in password		)
      a		:Tuple									=			any(char in digits for char in password		)
      a		:Any									=			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 							__lowerCamelCase		(					):




      """simple docstring"""





      a		:int									=			int(input('''Please indicate the max length of your password: '''		).strip()		)
      a		:Union[str, Any]									=			input(
          '''Please indicate the characters that must be in your password: '''		).strip()
      print('''Password generated:'''					,    password_generator(UpperCAmelCase_		)		)
      print(
          '''Alternative Password generated:'''					,    alternative_password_generator(UpperCAmelCase_					,    UpperCAmelCase_		)					,    )
      print('''[If you are thinking of using this passsword, You better save it.]'''		)


if __name__ == "__main__":
     main()





