This song is not hard to memorize, I think it comes naturally with practising for the piece especially if you concentrate on your fingering.
Actually one cannot play a piece without finger memory. It just has to be backed up by other forms of memory (aural, visual, analytic...) because it is absolutely not reliable if it stands alone.