


'''simple docstring'''






import string

# frequency taken from https://en.wikipedia.org/wiki/Letter_frequency
__A   :    List[str]											= {
    "E": 1_2.7_0,
    "T": 9.0_6,
    "A": 8.1_7,
    "O": 7.5_1,
    "I": 6.9_7,
    "N": 6.7_5,
    "S": 6.3_3,
    "H": 6.0_9,
    "R": 5.9_9,
    "D": 4.2_5,
    "L": 4.0_3,
    "C": 2.7_8,
    "U": 2.7_6,
    "M": 2.4_1,
    "W": 2.3_6,
    "F": 2.2_3,
    "G": 2.0_2,
    "Y": 1.9_7,
    "P": 1.9_3,
    "B": 1.2_9,
    "V": 0.9_8,
    "K": 0.7_7,
    "J": 0.1_5,
    "X": 0.1_5,
    "Q": 0.1_0,
    "Z": 0.0_7,
}
__A   :    Tuple											= "ETAOINSHRDLCUMWFGYPBVKJXQZ"
__A   :    List[str]											= "ABCDEFGHIJKLMNOPQRSTUVWXYZ"







def 							UpperCamelCase_     (       A__   :  str   ):
  '''simple docstring'''





  lowerCAmelCase_     : str     =  {letter: 0 for letter in string.ascii_uppercase}
  for letter in message.upper():
    if letter in LETTERS:
      letter_count[letter] += 1

  return letter_count







def 							UpperCamelCase_     (       A__   :  tuple   ):
  '''simple docstring'''





  return x[0]







def 							UpperCamelCase_     (       A__   :  str   ):
  '''simple docstring'''





  lowerCAmelCase_     : Optional[int]     =  get_letter_count(A__   )
  lowerCAmelCase_     : dict[int, list[str]]     =  {
      freq: [] for letter, freq in letter_to_freq.items()
  }
  for letter in LETTERS:
    freq_to_letter[letter_to_freq[letter]].append(A__   )

  lowerCAmelCase_     : dict[int, str]     =  {}

  for freq in freq_to_letter:
    freq_to_letter[freq].sort(key=ETAOIN.find				,       reverse=A__   )
    lowerCAmelCase_     : Optional[int]     =  """""".join(freq_to_letter[freq]   )

  lowerCAmelCase_     : Optional[int]     =  list(freq_to_letter_str.items()   )
  freq_pairs.sort(key=A__				,       reverse=A__   )

  lowerCAmelCase_     : list[str]     =  [freq_pair[1] for freq_pair in freq_pairs]

  return "".join(A__   )







def 							UpperCamelCase_     (       A__   :  str   ):
  '''simple docstring'''





  lowerCAmelCase_     : str     =  get_frequency_order(A__   )
  lowerCAmelCase_     : List[Any]     =  0
  for common_letter in ETAOIN[:6]:
    if common_letter in freq_order[:6]:
      match_score += 1

  for uncommon_letter in ETAOIN[-6:]:
    if uncommon_letter in freq_order[-6:]:
      match_score += 1

  return match_score


if __name__ == "__main__":
  import doctest

  doctest.testmod()







'''simple docstring'''






from ...utils import is_torch_available, is_transformers_available


if is_transformers_available() and is_torch_available():
  from .pipeline_vq_diffusion import LearnedClassifierFreeSamplingEmbeddings, VQDiffusionPipeline



