Realistically speaking the datacenters / enterprise would have to buy the next best thing in the short term, though you are right in that China (being a planned economy) will take this as economic warfare, designate GPUs as strategic resource and invest in creating domestic production capacity.

If high speed trains are anything to go by (China sends regards to the California High Speed Rail Project) then the US will be left behind by the end of the decade.