


'''simple docstring'''
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     _lowerCamelCase       (     unittest.TestCase					):




 '''simple docstring'''


 def 			snake_case__ (   self    ):

  """simple docstring"""







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







 def 			snake_case__ (   self    ):

  """simple docstring"""







  __A	:		int	  =      load_image(
      'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
      '/sd2-inpaint/init_image.png'    )
  __A	:		Dict	  =      load_image(
      'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/sd2-inpaint/mask.png'    )

  __A	:		Tuple	  =      "xvjiarui/stable-diffusion-2-inpainting"
  __A	:		Dict	  =      FlaxStableDiffusionInpaintPipeline.from_pretrained(__lowercase   ,   safety_checker=__lowercase    )

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

  __A	:		Tuple	  =      jax.random.PRNGKey(0    )
  __A	:		Any	  =      50

  __A	:		Optional[int]	  =      jax.device_count()
  __A	:		int	  =      num_samples * [prompt]
  __A	:		List[Any]	  =      num_samples * [init_image]
  __A	:		str	  =      num_samples * [mask_image]
  __A	:		Optional[int]	  =      pipeline.prepare_inputs(__lowercase   ,   __lowercase   ,   __lowercase    )

  # shard inputs and rng
  __A	:		Dict	  =      replicate(__lowercase    )
  __A	:		int	  =      jax.random.split(__lowercase   ,   jax.device_count()    )
  __A	:		Any	  =      shard(__lowercase    )
  __A	:		Optional[Any]	  =      shard(__lowercase    )
  __A	:		Optional[Any]	  =      shard(__lowercase    )

  __A	:		List[Any]	  =      pipeline(
      __lowercase   ,   __lowercase   ,   __lowercase   ,   __lowercase   ,   __lowercase   ,   __lowercase   ,   jit=__lowercase    )

  __A	:		Optional[int]	  =      output.images.reshape(__lowercase   ,   512   ,   512   ,   3    )

  __A	:		int	  =      images[0, 253:256, 253:256, -1]

  __A	:		int	  =      jnp.asarray(jax.device_get(image_slice.flatten()    )    )
  __A	:		int	  =      jnp.array(
      [0.3_6_1_1_3_0_7, 0.3_7_6_4_9_7_3_6, 0.3_7_5_7_4_0_8, 0.3_8_2_1_3_9_5_3, 0.3_9_2_9_5_1_6_7, 0.3_8_4_1_6_3_1, 0.4_1_5_5_4_9_7_8, 0.4_1_3_7_4_7_5, 0.4_2_1_7_0_8_4]    )
  print(F"""output_slice: {output_slice}"""    )
  assert jnp.abs(output_slice - expected_slice    ).max() < 1E-2













import argparse
import struct
import unittest


class        __magic_name__	:





     """simple docstring"""



     def __init__(				self							:str      ,   snake_case							:bytes	):





        '''simple docstring'''




        A_       :					Dict        =      data

        # Initialize hash values
        A_       :					Union[str, Any]        =      [
            0x6a_09_e6_67,
            0xbb_67_ae_85,
            0x3c_6e_f3_72,
            0xa5_4f_f5_3a,
            0x51_0e_52_7f,
            0x9b_05_68_8c,
            0x1f_83_d9_ab,
            0x5b_e0_cd_19,
        ]

        # Initialize round constants
        A_       :					List[Any]        =      [
            0x42_8a_2f_98,
            0x71_37_44_91,
            0xb5_c0_fb_cf,
            0xe9_b5_db_a5,
            0x39_56_c2_5b,
            0x59_f1_11_f1,
            0x92_3f_82_a4,
            0xab_1c_5e_d5,
            0xd8_07_aa_98,
            0x12_83_5b_01,
            0x24_31_85_be,
            0x55_0c_7d_c3,
            0x72_be_5d_74,
            0x80_de_b1_fe,
            0x9b_dc_06_a7,
            0xc1_9b_f1_74,
            0xe4_9b_69_c1,
            0xef_be_47_86,
            0x0f_c1_9d_c6,
            0x24_0c_a1_cc,
            0x2d_e9_2c_6f,
            0x4a_74_84_aa,
            0x5c_b0_a9_dc,
            0x76_f9_88_da,
            0x98_3e_51_52,
            0xa8_31_c6_6d,
            0xb0_03_27_c8,
            0xbf_59_7f_c7,
            0xc6_e0_0b_f3,
            0xd5_a7_91_47,
            0x06_ca_63_51,
            0x14_29_29_67,
            0x27_b7_0a_85,
            0x2e_1b_21_38,
            0x4d_2c_6d_fc,
            0x53_38_0d_13,
            0x65_0a_73_54,
            0x76_6a_0a_bb,
            0x81_c2_c9_2e,
            0x92_72_2c_85,
            0xa2_bf_e8_a1,
            0xa8_1a_66_4b,
            0xc2_4b_8b_70,
            0xc7_6c_51_a3,
            0xd1_92_e8_19,
            0xd6_99_06_24,
            0xf4_0e_35_85,
            0x10_6a_a0_70,
            0x19_a4_c1_16,
            0x1e_37_6c_08,
            0x27_48_77_4c,
            0x34_b0_bc_b5,
            0x39_1c_0c_b3,
            0x4e_d8_aa_4a,
            0x5b_9c_ca_4f,
            0x68_2e_6f_f3,
            0x74_8f_82_ee,
            0x78_a5_63_6f,
            0x84_c8_78_14,
            0x8c_c7_02_08,
            0x90_be_ff_fa,
            0xa4_50_6c_eb,
            0xbe_f9_a3_f7,
            0xc6_71_78_f2,
        ]

        A_       :					Any        =      self.preprocessing(self.data	)
        self.final_hash()



     @staticmethod
     def     SCREAMING_SNAKE_CASE		(				snake_case							:bytes	):





        '''simple docstring'''




        A_       :					List[Any]        =      B"\x80" + (B"\x00" * (63 - (len(snake_case	) + 8) % 64))
        A_       :					str        =      struct.pack(">Q"      ,   (len(snake_case	) * 8)	)
        return data + padding + big_endian_integer



     def     SCREAMING_SNAKE_CASE		(				self							:Any	):





        '''simple docstring'''




        A_       :					Tuple        =      [
            self.preprocessed_data[x : x + 64]
            for x in range(0      ,   len(self.preprocessed_data	)      ,   64	)
        ]

        for block in self.blocks:
           # Convert the given block into a list of 4 byte integers
           A_       :					Dict        =      list(struct.unpack(">16L"      ,   snake_case	)	)
           # add 48 0-ed integers
           words += [0] * 48

           A_   ,    A_   ,    A_   ,    A_   ,    A_   ,    A_   ,    A_   ,    A_       :					int        =      self.hashes

           for index in range(0      ,   64	):
              if index > 15:
                 # modify the zero-ed indexes at the end of the array
                 A_       :					int        =      (
                     self.ror(words[index - 15]      ,   7	)
                     ^ self.ror(words[index - 15]      ,   18	)
                     ^ (words[index - 15] >> 3)
                 )
                 A_       :					Any        =      (
                     self.ror(words[index - 2]      ,   17	)
                     ^ self.ror(words[index - 2]      ,   19	)
                     ^ (words[index - 2] >> 10)
                 )

                 A_       :					Optional[int]        =      (
                     words[index - 16] + sa + words[index - 7] + sa
                 ) % 0x1_00_00_00_00

              # Compression
              A_       :					Dict        =      self.ror(snake_case      ,   6	) ^ self.ror(snake_case      ,   11	) ^ self.ror(snake_case      ,   25	)
              A_       :					int        =      (e & f) ^ ((~e & 0xff_ff_ff_ff) & g)
              A_       :					Optional[Any]        =      (
                  h + sa + ch + self.round_constants[index] + words[index]
              ) % 0x1_00_00_00_00
              A_       :					List[str]        =      self.ror(snake_case      ,   2	) ^ self.ror(snake_case      ,   13	) ^ self.ror(snake_case      ,   22	)
              A_       :					List[Any]        =      (a & b) ^ (a & c) ^ (b & c)
              A_       :					Dict        =      (sa + maj) % 0x1_00_00_00_00

              A_   ,    A_   ,    A_   ,    A_   ,    A_   ,    A_   ,    A_   ,    A_       :					Optional[int]        =      (
                  g,
                  f,
                  e,
                  ((d + tempa) % 0x1_00_00_00_00),
                  c,
                  b,
                  a,
                  ((tempa + tempa) % 0x1_00_00_00_00),
              )

           A_       :					List[str]        =      [a, b, c, d, e, f, g, h]

           # Modify final values
           A_       :					List[str]        =      [
               ((element + mutated_hash_values[index]) % 0x1_00_00_00_00)
               for index, element in enumerate(self.hashes	)
           ]

        A_       :					Optional[int]        =      "".join([hex(snake_case	)[2:].zfill(8	) for value in self.hashes]	)





     def     SCREAMING_SNAKE_CASE		(				self							:Optional[Any]      ,   snake_case							:int      ,   snake_case							:int	):





        '''simple docstring'''




        return 0xff_ff_ff_ff & (value << (32 - rotations)) | (value >> rotations)




class        __magic_name__	(				unittest.TestCase				):





     """simple docstring"""



     def     SCREAMING_SNAKE_CASE		(				self							:List[Any]	):





        '''simple docstring'''




        import hashlib

        A_       :					int        =      bytes("Test String"      ,   "utf-8"	)
        self.assertEqual(SHAaaa(snake_case	).hash      ,   hashlib.shaaaa(snake_case	).hexdigest()	)




def   __snake_case    (       )			->    None:
   import doctest

   doctest.testmod()

   A_       :					Optional[Any]        =      argparse.ArgumentParser()
   parser.add_argument(
       "-s"					,					"--string"					,					dest="input_string"					,					default="Hello World!! Welcome to Cryptography"					,					help="Hash the string"					,					)
   parser.add_argument(
       "-f"					,					"--file"					,					dest="input_file"					,					help="Hash contents of a file"						)

   A_       :					List[Any]        =      parser.parse_args()

   A_       :					List[Any]        =      args.input_string

   # hash input should be a bytestring
   if args.input_file:
      with open(args.input_file					,					"rb"						) as f:
         A_       :					Optional[Any]        =      f.read()
   else:
      A_       :					Any        =      bytes(_lowerCAmelCase					,					"utf-8"						)

   print(SHAaaa(_lowerCAmelCase						).hash						)


if __name__ == "__main__":
 main()
