
import gc
import unittest

from diffusers import FlaxStableDiffusionInpaintPipeline
from diffusers.utils import is_flax_available, load_image, 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   __lowercase						(						unittest.TestCase       ):






	def       _a(self				: int    ) ->			List[Any]:
							# clean up the VRAM after each test
							super().tearDown()
							gc.collect()






	def       _a(self				: Tuple    ) ->			Tuple:
							_lowercase       :	Optional[int]           =   load_image(
							    "https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main"
							    "/sd2-inpaint/init_image.png"    )
							_lowercase       :	Union[str, Any]           =   load_image(
							    "https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/sd2-inpaint/mask.png"    )

							_lowercase       :	Tuple           =   "xvjiarui/stable-diffusion-2-inpainting"
							_lowercase      ,    _lowercase       :	List[str]           =   FlaxStableDiffusionInpaintPipeline.from_pretrained(snake_case      ,	safety_checker=snake_case    )

							_lowercase       :	List[str]           =   "Face of a yellow cat, high resolution, sitting on a park bench"

							_lowercase       :	Dict           =   jax.random.PRNGKey(0    )
							_lowercase       :	int           =   50

							_lowercase       :	Optional[int]           =   jax.device_count()
							_lowercase       :	Union[str, Any]           =   num_samples * [prompt]
							_lowercase       :	Optional[int]           =   num_samples * [init_image]
							_lowercase       :	Any           =   num_samples * [mask_image]
							_lowercase      ,    _lowercase      ,    _lowercase       :	Optional[int]           =   pipeline.prepare_inputs(snake_case      ,	snake_case      ,	snake_case    )

							# shard inputs and rng
							_lowercase       :	Union[str, Any]           =   replicate(snake_case    )
							_lowercase       :	List[Any]           =   jax.random.split(snake_case      ,	jax.device_count()    )
							_lowercase       :	Optional[int]           =   shard(snake_case    )
							_lowercase       :	Union[str, Any]           =   shard(snake_case    )
							_lowercase       :	Tuple           =   shard(snake_case    )

							_lowercase       :	str           =   pipeline(
							    snake_case      ,	snake_case      ,	snake_case      ,	snake_case      ,	snake_case      ,	snake_case      ,	jit=snake_case    )

							_lowercase       :	Optional[Any]           =   output.images.reshape(snake_case      ,	512      ,	512      ,	3    )

							_lowercase       :	Dict           =   images[0, 253:256, 253:256, -1]

							_lowercase       :	Tuple           =   jnp.asarray(jax.device_get(image_slice.flatten()    )    )
							_lowercase       :	Optional[Any]           =   jnp.array(
							    [0.3_61_13_07, 0.37_64_97_36, 0.3_75_74_08, 0.38_21_39_53, 0.39_29_51_67, 0.3_84_16_31, 0.41_55_49_78, 0.4_13_74_75, 0.4_21_70_84]    )
							print(F"""output_slice: {output_slice}"""    )
							assert jnp.abs(output_slice - expected_slice    ).max() < 1e-2






import os
import random
import sys

from . import cryptomath_module as cryptomath
from . import rabin_miller

UpperCamelCase_						:     List[Any]	       =							3



def 		UpperCamelCase     (       _UpperCAmelCase  :   int  )   ->			int:






						'''simple docstring'''

						print("Generating primitive root of p"  )
						while True:
												_lowercase       :	Any           =   random.randrange(3 ,			_UpperCAmelCase  )
												if pow(_UpperCAmelCase ,			2 ,			_UpperCAmelCase  ) == 1:
																		continue
												if pow(_UpperCAmelCase ,			_UpperCAmelCase ,			_UpperCAmelCase  ) == 1:
																		continue
												return g



def 		UpperCamelCase     (       _UpperCAmelCase  :   int  )   ->			tuple[tuple[int, int, int, int], tuple[int, int]]:






						'''simple docstring'''

						print("Generating prime p..."  )
						_lowercase       :	Optional[int]           =   rabin_miller.generate_large_prime(_UpperCAmelCase  )  # select large prime number.
						_lowercase       :	Dict           =   primitive_root(_UpperCAmelCase  )  # one primitive root on modulo p.
						_lowercase       :	Any           =   random.randrange(3 ,			_UpperCAmelCase  )  # private_key -> have to be greater than 2 for safety.
						_lowercase       :	Tuple           =   cryptomath.find_mod_inverse(pow(_UpperCAmelCase ,			_UpperCAmelCase ,			_UpperCAmelCase  ) ,			_UpperCAmelCase  )

						_lowercase       :	List[Any]           =   (key_size, e_a, e_a, p)
						_lowercase       :	Union[str, Any]           =   (key_size, d)

						return public_key, private_key



def 		UpperCamelCase     (       _UpperCAmelCase  :   str ,			_UpperCAmelCase  :   int  )   ->			None:






						'''simple docstring'''

						if os.path.exists(f"""{name}_pubkey.txt"""  ) or os.path.exists(f"""{name}_privkey.txt"""  ):
												print("\nWARNING:"  )
												print(
												    f"""\"{name}_pubkey.txt\" or \"{name}_privkey.txt\" already exists. \n"""
												    "Use a different name or delete these files and re-run this program."  )
												sys.exit()

						_lowercase      ,    _lowercase       :	Optional[Any]           =   generate_key(_UpperCAmelCase  )
						print(f"""\nWriting public key to file {name}_pubkey.txt..."""  )
						with open(f"""{name}_pubkey.txt""" ,			"w"  ) as fo:
												fo.write(f"""{public_key[0]},{public_key[1]},{public_key[2]},{public_key[3]}"""  )

						print(f"""Writing private key to file {name}_privkey.txt..."""  )
						with open(f"""{name}_privkey.txt""" ,			"w"  ) as fo:
												fo.write(f"""{private_key[0]},{private_key[1]}"""  )



def 		UpperCamelCase     (       )   ->			None:






						'''simple docstring'''

						print("Making key files..."  )
						make_key_files("elgamal" ,			2048  )
						print("Key files generation successful"  )


if __name__ == "__main__":
							main()




