Ho sorry I though you were just asking about the loading of the data from disk.
For the learning, then it is hard to say.
If your model sees each sample only once, it might overfit on the last samples it has seen.
I am not a specialist of that domain though and you most likely want to see the literature on this kind of learning and which tricks you can use to ensure things are not “forgotten”.