Finally I found the reason. My unit has a rigidbody2d and the AIPath’s movement switched to fixedupdate.And so the movement updates at a lower fps(my project’s fixedstep is 0.033).
By default, the rg2d’s interpolate mode is none. So I switched it to interpolate and the movement became smooth.