



import string
from math import logaa

def     __lowercase(	UpperCAmelCase__   ,   UpperCAmelCase__ ):


      """simple docstring"""



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

def     __lowercase(	UpperCAmelCase__   ,   UpperCAmelCase__ ):


      """simple docstring"""



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

def     __lowercase(	UpperCAmelCase__   ,   UpperCAmelCase__   ,   UpperCAmelCase__=False ):


      """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     __lowercase(	UpperCAmelCase__   ,   UpperCAmelCase__ ):


      """simple docstring"""



      return round(tf * idf   ,   3 )




a_						:     List[str]	     =		'\n# Transformers installation\n! pip install transformers datasets\n# To install from source instead of the last release, comment the command above and uncomment the following one.\n# ! pip install git+https://github.com/huggingface/transformers.git\n'

a_						:     Any	     =		[{'type': 'code', 'content': INSTALL_CONTENT}]
a_						:     str	     =		{
    '{processor_class}': 'FakeProcessorClass',
    '{model_class}': 'FakeModelClass',
    '{object_class}': 'FakeObjectClass',
}