Catalyzes the reduction of 3-ketodihydrosphingosine (KDS) to dihydrosphingosine (DHS). NADP(+) + sphinganine = 3-oxosphinganine + H(+) + NADPH Lipid metabolism; sphingolipid metabolism. Belongs to the short-chain dehydrogenases/reductases (SDR) family.