Why does python use both reference counting and mark-and-sweep for gc?

My question is why does python use both reference counting and mark-and-sweep for gc? Why not only mark-and-sweep?

My initial guess is that using reference counting can easily remove non-cyclic referenced objects, this may somewhat speed up mark-and-sweep and gain memory immediately. Don't know if my guess is right?

Any thoughts?

Thanks a lot.