




'''simple docstring'''



import string
from math import logaa







def       _UpperCamelCase			(_lowerCamelCase				:  str ,						_lowerCamelCase				:  str						)-> int:




     '''simple docstring'''





     __snake_case            =	document.translate(
         str.maketrans('''''' ,						'''''' ,						string.punctuation						)						).replace('''\n''' ,						''''''						)
     __snake_case            =	document_without_punctuation.split(''' '''						)  # word tokenization
     return len([word for word in tokenize_document if word.lower() == term.lower()]						)







def       _UpperCamelCase			(_lowerCamelCase				:  str ,						_lowerCamelCase				:  str						)-> tuple[int, int]:




     '''simple docstring'''





     __snake_case            =	corpus.lower().translate(
         str.maketrans('''''' ,						'''''' ,						string.punctuation						)						)  # strip all punctuation and replace it with ''
     __snake_case            =	corpus_without_punctuation.split('''\n'''						)
     __snake_case            =	term.lower()
     return (len([doc for doc in docs if term in doc]						), len(_lowerCamelCase						))







def       _UpperCamelCase			(_lowerCamelCase				:  int ,						_lowerCamelCase				:  int ,						_lowerCamelCase				:  Optional[int]=False						)-> float:




     '''simple docstring'''





     if smoothing:
          if n == 0:
               raise ValueError('''log10(0) is undefined.'''						)
          return round(1 + logaa(n / (1 + df)						) ,						3						)

     if df == 0:
          raise ZeroDivisionError('''df must be > 0'''						)
     elif n == 0:
          raise ValueError('''log10(0) is undefined.'''						)
     return round(logaa(n / df						) ,						3						)







def       _UpperCamelCase			(_lowerCamelCase				:  int ,						_lowerCamelCase				:  int						)-> float:




     '''simple docstring'''





     return round(tf * idf ,						3						)










'''simple docstring'''



from collections.abc import Generator
from math import sin



def      UpperCAmelCase__   (      UpperCAmelCase_       :							bytes				)	->						bytes:
     if len(UpperCAmelCase_				) != 32:
          raise ValueError('Input must be of length 32'				)

     __lowerCamelCase  :      Dict														=						B''
     for i in [3, 2, 1, 0]:
          little_endian += string_aa[8 * i : 8 * i + 8]
     return little_endian



def      UpperCAmelCase__   (      UpperCAmelCase_       :							int				)	->						bytes:
     if i < 0:
          raise ValueError('Input must be non-negative'				)

     __lowerCamelCase  :      Union[str, Any]														=						format(UpperCAmelCase_ ,       '08x'				)[-8:]
     __lowerCamelCase  :      str														=						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      UpperCAmelCase__   (      UpperCAmelCase_       :							bytes				)	->						bytes:
     __lowerCamelCase  :      Optional[Any]														=						B''
     for char in message:
          bit_string += format(UpperCAmelCase_ ,       '08b'				).encode('utf-8'				)
     __lowerCamelCase  :      List[str]														=						format(len(UpperCAmelCase_				) ,       '064b'				).encode('utf-8'				)

     # Pad bit_string to a multiple of 512 chars
     bit_string += b"1"
     while len(UpperCAmelCase_				) % 5_12 != 4_48:
          bit_string += b"0"
     bit_string += to_little_endian(start_len[32:]				) + to_little_endian(start_len[:32]				)

     return bit_string



def      UpperCAmelCase__   (      UpperCAmelCase_       :							bytes				)	->						Generator[list[int], None, None]:
     if len(UpperCAmelCase_				) % 5_12 != 0:
          raise ValueError('Input must have length that\'s a multiple of 512'				)

     for pos in range(0 ,       len(UpperCAmelCase_				) ,       5_12				):
          __lowerCamelCase  :      Any														=						bit_string[pos : pos + 5_12]
          __lowerCamelCase  :      Optional[int]														=						[]
          for i in range(0 ,       5_12 ,       32				):
               block_words.append(int(to_little_endian(block[i : i + 32]				) ,       2				)				)
          yield block_words



def      UpperCAmelCase__   (      UpperCAmelCase_       :							int				)	->						int:
     if i < 0:
          raise ValueError('Input must be non-negative'				)

     __lowerCamelCase  :      List[Any]														=						format(UpperCAmelCase_ ,       '032b'				)
     __lowerCamelCase  :      Optional[int]														=						''
     for c in i_str:
          new_str += "1" if c == "0" else "0"
     return int(UpperCAmelCase_ ,       2				)



def      UpperCAmelCase__   (      UpperCAmelCase_       :							int ,       UpperCAmelCase_       :							int				)	->						int:
     return (a + b) % 2**32



def      UpperCAmelCase__   (      UpperCAmelCase_       :							int ,       UpperCAmelCase_       :							int				)	->						int:
     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      UpperCAmelCase__   (      UpperCAmelCase_       :							bytes				)	->						bytes:
     __lowerCamelCase  :      Optional[Any]														=						preprocess(UpperCAmelCase_				)

     __lowerCamelCase  :      Union[str, Any]														=						[int(2**32 * abs(sin(i + 1				)				)				) for i in range(64				)]

     # Starting states
     __lowerCamelCase  :      Dict														=						0x67_45_23_01
     __lowerCamelCase  :      Union[str, Any]														=						0xef_cd_ab_89
     __lowerCamelCase  :      Optional[Any]														=						0x98_ba_dc_fe
     __lowerCamelCase  :      Union[str, Any]														=						0x10_32_54_76

     __lowerCamelCase  :      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_				):
          __lowerCamelCase  :      Dict														=						aa
          __lowerCamelCase  :      Tuple														=						ba
          __lowerCamelCase  :      List[Any]														=						ca
          __lowerCamelCase  :      Dict														=						da

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

          # Add hashed chunk to running total
          __lowerCamelCase  :      int														=						sum_aa(UpperCAmelCase_ ,       UpperCAmelCase_				)
          __lowerCamelCase  :      str														=						sum_aa(UpperCAmelCase_ ,       UpperCAmelCase_				)
          __lowerCamelCase  :      List[Any]														=						sum_aa(UpperCAmelCase_ ,       UpperCAmelCase_				)
          __lowerCamelCase  :      List[str]														=						sum_aa(UpperCAmelCase_ ,       UpperCAmelCase_				)

     __lowerCamelCase  :      Dict														=						reformat_hex(UpperCAmelCase_				) + reformat_hex(UpperCAmelCase_				) + reformat_hex(UpperCAmelCase_				) + reformat_hex(UpperCAmelCase_				)
     return digest


if __name__ == "__main__":
      import doctest

      doctest.testmod()






