it depends on your task at hand as well; I am . pretty sure you have some data from csv’s probably; Had it been some image data etc, the model might take a longer time to generalize [speaking in general], plus everytime we don’t have the possibility to increase the batch size to 1k+ as well; (system constraints)
I would suggest, try to narrow down things with the example you have first