





"""simple docstring"""





import string
from math import logaa


def       a__					(					_SCREAMING_SNAKE_CASE  ,	_SCREAMING_SNAKE_CASE    ):




		"""simple docstring"""


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


def       a__					(					_SCREAMING_SNAKE_CASE  ,	_SCREAMING_SNAKE_CASE    ):




		"""simple docstring"""


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


def       a__					(					_SCREAMING_SNAKE_CASE  ,	_SCREAMING_SNAKE_CASE  ,	_SCREAMING_SNAKE_CASE=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       a__					(					_SCREAMING_SNAKE_CASE  ,	_SCREAMING_SNAKE_CASE    ):




		"""simple docstring"""


		return round(tf * idf  ,	3    )













"""simple docstring"""





from diffusers.utils.testing_utils import require_onnxruntime





@require_onnxruntime
class        _lowerCamelCase      :
						pass






