Which of the following are the penalty terms for L$1$ and L$2$ regularization respectively? The absolute sum of the coefficients and the square of the magnitude of the coefficients

Both L$1$ and L$2$ regularization has the same penalty term i$,$e$,$ the absolute sum of the coefficients

The absolute sum of the coefficients and the square root of the magnitude of the coefficients

The square of the magnitude of the coefficients and the sum of the coefficients