-(sigmoid(x)*log(sigmoid(x)) + (1-sigmoid(x))*log(1-sigmoid(x)))/log(2)-(sigmoid(x)*log(sigmoid(x)) + (1-sigmoid(x))*log(1-sigmoid(x)))/log(2)

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