Here's the terrace part - at the end is the iron trellis that leads down a set of steps.
Across the rue de Rivoli you see rue Cloche Perce continue as another set of stairs.

On this level stands a restaurant called Allo Sushi that apparently is very popular judging from the many people I saw during last trip.