
"""simple docstring"""

import string
from math import logaa






def 							A						(				snake_case      :List[str]				,					snake_case      :Union[str, Any]		)      ->	int:
 __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						(				snake_case      :Optional[int]				,					snake_case      :Tuple		)      ->	tuple[int, int]:
 __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(__lowerCAmelCase		))






def 							A						(				snake_case      :int				,					snake_case      :List[str]				,					snake_case      :Optional[int]=False		)      ->	float:

 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						(				snake_case      :int				,					snake_case      :List[Any]		)      ->	float:
 return round(tf * idf				,					3		)








from torch import nn


class       a							(			nn.Module				):



		def __init__(     self     :Tuple   ,__lowercase     :Optional[int]   ,__lowercase     :int  ):
						super().__init__()
						snake_case__	:      Optional[Any]     		=	class_size
						snake_case__	:      Dict     		=	embed_size
						# self.mlp1 = nn.Linear(embed_size, embed_size)
						# self.mlp2 = (nn.Linear(embed_size, class_size))
						snake_case__	:      Dict     		=	nn.Linear(__lowercase   ,__lowercase  )






		def 	__lowerCamelCase			(     self     :str   ,__lowercase     :int  ):
						# hidden_state = nn.functional.relu(self.mlp1(hidden_state))
						# hidden_state = self.mlp2(hidden_state)
						snake_case__	:      Optional[Any]     		=	self.mlp(__lowercase  )
						return logits

