Trump must save face. Publicly backing down is only possible once there's some kind of out, probably involving Iran loudly compromising.
But who knows, if you take Trump’s incompetence, plus the possibility of global economic collapse, plus the possibility of global food shortages, we just might see it.
The only question is which country he's hurting more, the US or Iran.