




'''simple docstring'''







import doctest
from collections import deque

import numpy as np


class     _a						:
       def __init__(			self		:			Dict       ):



           '''simple docstring'''

           UpperCAmelCase     =	[2, 1, 2, -1]
           UpperCAmelCase     =	[1, 2, 3, 4]







       def 					A   (			self		:			Optional[int]       ):



           '''simple docstring'''

           UpperCAmelCase     =	len(self.first_signal       )
           UpperCAmelCase     =	len(self.second_signal       )

           UpperCAmelCase     =	max(lowercase     ,       lowercase       )

           # create a zero matrix of max_length x max_length
           UpperCAmelCase     =	[[0] * max_length for i in range(lowercase       )]

           # fills the smaller signal with zeros to make both signals of same length
           if length_first_signal < length_second_signal:
               self.first_signal += [0] * (max_length - length_first_signal)
           elif length_first_signal > length_second_signal:
               self.second_signal += [0] * (max_length - length_second_signal)
           for i in range(lowercase       ):
               UpperCAmelCase     =	deque(self.second_signal       )
               rotated_signal.rotate(lowercase       )
               for j, item in enumerate(lowercase       ):
                   matrix[i][j] += item

        # multiply the matrix with the first signal
           UpperCAmelCase     =	np.matmul(np.transpose(lowercase       )     ,       np.transpose(self.first_signal       )       )

           # rounding-off to two decimal places
           return [round(lowercase     ,       2       ) for i in final_signal]


if __name__ == "__main__":
   doctest.testmod()










'''simple docstring'''







from .configuration_bert_masked import MaskedBertConfig
from .modeling_bert_masked import (
    MaskedBertForMultipleChoice,
    MaskedBertForQuestionAnswering,
    MaskedBertForSequenceClassification,
    MaskedBertForTokenClassification,
    MaskedBertModel,
)
from .modules import *




