Large scale deep learning. I don't make the decision on upgrades. But if i were buying new dgx-1s, i would buy these new ones. But i wouldn't buy a dgx-1 in the first place - it is an appliance with software nobody wants. Buy a commodity server with V100s and NVLink for 66% of the price. Like HPE or somebody else sells.