From the essence of mathematics, why does "formula" need to be memorized?
For grades. The development of a subject will never stay in the primary stage of nature forever, but will gradually branch to details, from intuition to abstraction, from "naive" to "profound". If you want to keep them in your mind, I'm afraid you have to memorize them-because they will become more and more complicated.