Page 194 of the PHB, under Making an Attack: "If there’s ever any question whether something you’re doing counts as an attack, the rule is simple: if you’re making an attack roll, you’re making an attack."
That couldn't be any clearer. Attacks require attack rolls. It's that simple.
You're...