This is the first time I see "SGD" to mean "standard gradient descent" and not "stochastic gradient descent".
I originally wrote "vanilla" there but didn't want to repeat that word twice in a row so swapped it for "standard" without realizing it now looked like the SGD acronym
just fixed that to avoid confusion- thanks for pointing it out!