A lot of farms will remove their current miners to make room for the larger units and/or sell them to fund the purchases.
Miners that are sold are still mining (for their new owners).
Only when they become unprofitable relative to power or start breaking down will they come out of service altogether.
That said, I don't expect difficulty to skyrocket.