



import string
from math import logaa
def    lowerCamelCase__ (		_A				,    _A       ):
  a		:      List[str]       =  document.translate(
      str.maketrans(''				,    ''				,    string.punctuation       )       ).replace('\n'				,    ''       )
  a		:      int       =  document_without_punctuation.split(' '       )  # word tokenization
  return len([word for word in tokenize_document if word.lower() == term.lower()]       )
def    lowerCamelCase__ (		_A				,    _A       ):
  a		:      Any       =  corpus.lower().translate(
      str.maketrans(''				,    ''				,    string.punctuation       )       )  # strip all punctuation and replace it with ''
  a		:      Union[str, Any]       =  corpus_without_punctuation.split('\n'       )
  a		:      List[str]       =  term.lower()
  return (len([doc for doc in docs if term in doc]       ), len(_A       ))
def    lowerCamelCase__ (		_A				,    _A				,    _A=False       ):


  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    lowerCamelCase__ (		_A				,    _A       ):
  return round(tf * idf				,    3       )




'''simple docstring'''






import warnings

from ...utils import logging
from .image_processing_chinese_clip import ChineseCLIPImageProcessor


lowerCAmelCase:      Optional[Any]		 =		logging.get_logger(__name__)

class 							a__(      lowerCamelCase__			):







    def __init__(   self				:						Union[str, Any]		,    *__snake_case				:						List[str]		,    **__snake_case				:						Union[str, Any]			):
      warnings.warn(
          'The class ChineseCLIPFeatureExtractor is deprecated and will be removed in version 5 of Transformers.'
          ' Please use ChineseCLIPImageProcessor instead.'		,    __snake_case		,    )
      super().__init__(*__snake_case		,    **__snake_case			)