See as far the convergence is concerned i havent worked out it yet. But as for the differentiablity of $f(x)=|x|$ is concerned you should not that the function is not differentiable at the point $x=0$ for the left hand derivative at $x=0$ is -1 whereas the R.H.D at $x=0$ is 1.