





from collections.abc import Generator
from math import sin






def 	lowerCamelCase_		(							_UpperCamelCase					)						->		bytes:






				"""simple docstring"""


				if len(_UpperCamelCase					) != 32:
								raise ValueError('''Input must be of length 32'''					)

				snake_case_		:       str           =    b''''''
				for i in [3, 2, 1, 0]:
								little_endian += string_aa[8 * i : 8 * i + 8]
				return little_endian






def 	lowerCamelCase_		(							_UpperCamelCase					)						->		bytes:






				"""simple docstring"""


				if i < 0:
								raise ValueError('''Input must be non-negative'''					)

				snake_case_		:       Any           =    format(_UpperCamelCase					,							'''08x'''					)[-8:]
				snake_case_		:       Optional[int]           =    b''''''
				for i in [3, 2, 1, 0]:
								little_endian_hex += hex_rep[2 * i : 2 * i + 2].encode('''utf-8'''					)
				return little_endian_hex






def 	lowerCamelCase_		(							_UpperCamelCase					)						->		bytes:






				"""simple docstring"""


				snake_case_		:       Union[str, Any]           =    b''''''
				for char in message:
								bit_string += format(_UpperCamelCase					,							'''08b'''					).encode('''utf-8'''					)
				snake_case_		:       str           =    format(len(_UpperCamelCase					)					,							'''064b'''					).encode('''utf-8'''					)

				# Pad bit_string to a multiple of 512 chars
				bit_string += b"1"
				while len(_UpperCamelCase					) % 512 != 448:
								bit_string += b"0"
				bit_string += to_little_endian(start_len[32:]					) + to_little_endian(start_len[:32]					)

				return bit_string






def 	lowerCamelCase_		(							_UpperCamelCase					)						->		Generator[list[int], None, None]:






				"""simple docstring"""


				if len(_UpperCamelCase					) % 512 != 0:
								raise ValueError('''Input must have length that\'s a multiple of 512'''					)

				for pos in range(0					,							len(_UpperCamelCase					)					,							512					):
								snake_case_		:       List[Any]           =    bit_string[pos : pos + 512]
								snake_case_		:       Tuple           =    []
								for i in range(0					,							512					,							32					):
												block_words.append(int(to_little_endian(block[i : i + 32]					)					,							2					)					)
								yield block_words






def 	lowerCamelCase_		(							_UpperCamelCase					)						->		int:






				"""simple docstring"""


				if i < 0:
								raise ValueError('''Input must be non-negative'''					)

				snake_case_		:       List[Any]           =    format(_UpperCamelCase					,							'''032b'''					)
				snake_case_		:       Union[str, Any]           =    ''''''
				for c in i_str:
								new_str += "1" if c == "0" else "0"
				return int(_UpperCamelCase					,							2					)






def 	lowerCamelCase_		(							_UpperCamelCase					,							_UpperCamelCase					)						->		int:






				"""simple docstring"""


				return (a + b) % 2**32






def 	lowerCamelCase_		(							_UpperCamelCase					,							_UpperCamelCase					)						->		int:






				"""simple docstring"""


				if i < 0:
								raise ValueError('''Input must be non-negative'''					)
				if shift < 0:
								raise ValueError('''Shift must be non-negative'''					)
				return ((i << shift) ^ (i >> (32 - shift))) % 2**32






def 	lowerCamelCase_		(							_UpperCamelCase					)						->		bytes:






				"""simple docstring"""


				snake_case_		:       Dict           =    preprocess(_UpperCamelCase					)

				snake_case_		:       List[str]           =    [int(2**32 * abs(sin(i + 1					)					)					) for i in range(64					)]

				# Starting states
				snake_case_		:       Optional[int]           =    0x67452301
				snake_case_		:       Union[str, Any]           =    0xefcdab89
				snake_case_		:       Dict           =    0x98badcfe
				snake_case_		:       Tuple           =    0x10325476

				snake_case_		:       List[str]           =    [
				    7,
				    12,
				    17,
				    22,
				    7,
				    12,
				    17,
				    22,
				    7,
				    12,
				    17,
				    22,
				    7,
				    12,
				    17,
				    22,
				    5,
				    9,
				    14,
				    20,
				    5,
				    9,
				    14,
				    20,
				    5,
				    9,
				    14,
				    20,
				    5,
				    9,
				    14,
				    20,
				    4,
				    11,
				    16,
				    23,
				    4,
				    11,
				    16,
				    23,
				    4,
				    11,
				    16,
				    23,
				    4,
				    11,
				    16,
				    23,
				    6,
				    10,
				    15,
				    21,
				    6,
				    10,
				    15,
				    21,
				    6,
				    10,
				    15,
				    21,
				    6,
				    10,
				    15,
				    21,
				]

				# Process bit string in chunks, each with 16 32-char words
				for block_words in get_block_words(_UpperCamelCase					):
								snake_case_		:       Optional[Any]           =    aa
								snake_case_		:       Dict           =    ba
								snake_case_		:       Union[str, Any]           =    ca
								snake_case_		:       Optional[Any]           =    da

								# Hash current chunk
								for i in range(64					):
												if i <= 15:
																# f = (b & c) | (not_32(b) & d)     # Alternate definition for f
																snake_case_		:       int           =    d ^ (b & (c ^ d))
																snake_case_		:       Union[str, Any]           =    i
												elif i <= 31:
																# f = (d & b) | (not_32(d) & c)     # Alternate definition for f
																snake_case_		:       Tuple           =    c ^ (d & (b ^ c))
																snake_case_		:       List[str]           =    (5 * i + 1) % 16
												elif i <= 47:
																snake_case_		:       Optional[Any]           =    b ^ c ^ d
																snake_case_		:       List[Any]           =    (3 * i + 5) % 16
												else:
																snake_case_		:       Tuple           =    c ^ (b | not_aa(_UpperCamelCase					))
																snake_case_		:       Optional[int]           =    (7 * i) % 16
												snake_case_		:       str           =    (f + a + added_consts[i] + block_words[g]) % 2**32
												snake_case_		:       int           =    d
												snake_case_		:       Any           =    c
												snake_case_		:       Optional[int]           =    b
												snake_case_		:       Tuple           =    sum_aa(_UpperCamelCase					,							left_rotate_aa(_UpperCamelCase					,							shift_amounts[i]					)					)

								# Add hashed chunk to running total
								snake_case_		:       List[Any]           =    sum_aa(_UpperCamelCase					,							_UpperCamelCase					)
								snake_case_		:       Optional[int]           =    sum_aa(_UpperCamelCase					,							_UpperCamelCase					)
								snake_case_		:       List[str]           =    sum_aa(_UpperCamelCase					,							_UpperCamelCase					)
								snake_case_		:       List[str]           =    sum_aa(_UpperCamelCase					,							_UpperCamelCase					)

				snake_case_		:       Optional[Any]           =    reformat_hex(_UpperCamelCase					) + reformat_hex(_UpperCamelCase					) + reformat_hex(_UpperCamelCase					) + reformat_hex(_UpperCamelCase					)
				return digest


if __name__ == "__main__":
	import doctest

	doctest.testmod()



"""simple docstring"""




import os
import unittest

from transformers.models.phobert.tokenization_phobert import VOCAB_FILES_NAMES, PhobertTokenizer

from ...test_tokenization_common import TokenizerTesterMixin





class  lowerCamelCase    (A__      ,unittest.TestCase      ):
			lowerCamelCase__ :		List[str]       		=				PhobertTokenizer
			lowerCamelCase__ :		Union[str, Any]       		=				False

			def        SCREAMING_SNAKE_CASE					(       self					:    int							) ->     Any:
						super().setUp()

						# Adapted from Sennrich et al. 2015 and https://github.com/rsennrich/subword-nmt
						SCREAMING_SNAKE_CASE__										=   ["""T@@""", """i""", """I""", """R@@""", """r""", """e@@"""]
						SCREAMING_SNAKE_CASE__										=   dict(zip(__UpperCAmelCase     ,					range(len(__UpperCAmelCase							)							)							)							)
						SCREAMING_SNAKE_CASE__										=   ["""#version: 0.2""", """l à</w>"""]
						SCREAMING_SNAKE_CASE__										=   {"""unk_token""": """<unk>"""}

						SCREAMING_SNAKE_CASE__										=   os.path.join(self.tmpdirname     ,					VOCAB_FILES_NAMES["""vocab_file"""]							)
						SCREAMING_SNAKE_CASE__										=   os.path.join(self.tmpdirname     ,					VOCAB_FILES_NAMES["""merges_file"""]							)

						with open(self.vocab_file     ,					"""w"""     ,					encoding="""utf-8"""							) as fp:
									for token in vocab_tokens:
												fp.write(F"""{token} {vocab_tokens[token]}\n"""							)
						with open(self.merges_file     ,					"""w"""     ,					encoding="""utf-8"""							) as fp:
									fp.write("""\n""".join(__UpperCAmelCase							)							)

			def        SCREAMING_SNAKE_CASE					(       self					:    List[Any]     ,					**__UpperCAmelCase					:    int							) ->     Optional[int]:
						kwargs.update(self.special_tokens_map							)
						return PhobertTokenizer.from_pretrained(self.tmpdirname     ,					**__UpperCAmelCase							)

			def        SCREAMING_SNAKE_CASE					(       self					:    Dict     ,					__UpperCAmelCase					:    int							) ->     Optional[Any]:
						SCREAMING_SNAKE_CASE__										=   """Tôi là VinAI Research"""
						SCREAMING_SNAKE_CASE__										=   """T<unk> i <unk> <unk> <unk> <unk> <unk> <unk> I Re<unk> e<unk> <unk> <unk> <unk>"""
						return input_text, output_text





			def        SCREAMING_SNAKE_CASE					(       self					:    Optional[int]							) ->     int:
						SCREAMING_SNAKE_CASE__										=   PhobertTokenizer(self.vocab_file     ,					self.merges_file     ,					**self.special_tokens_map							)
						SCREAMING_SNAKE_CASE__										=   """Tôi là VinAI Research"""
						SCREAMING_SNAKE_CASE__										=   """T@@ ô@@ i l@@ à V@@ i@@ n@@ A@@ I R@@ e@@ s@@ e@@ a@@ r@@ c@@ h""".split()
						SCREAMING_SNAKE_CASE__										=   tokenizer.tokenize(__UpperCAmelCase							)
						print(__UpperCAmelCase							)
						self.assertListEqual(__UpperCAmelCase     ,					__UpperCAmelCase							)

						SCREAMING_SNAKE_CASE__										=   tokens + [tokenizer.unk_token]

						SCREAMING_SNAKE_CASE__										=   [4, 3, 5, 3, 3, 3, 3, 3, 3, 6, 7, 9, 3, 9, 3, 3, 3, 3, 3]
						self.assertListEqual(tokenizer.convert_tokens_to_ids(__UpperCAmelCase							)     ,					__UpperCAmelCase							)


