  We benchmark the 5000+ qubit system Advantage coupled with the Hybrid Solver
Service 2 released by D-Wave Systems Inc. in September 2020 by using a new
class of optimization problems called garden optimization problems. These
problems are scalable to an arbitrary number of variables and intuitively find
application in real-world scenarios. We derive their QUBO formulation and
illustrate their relation to the quadratic assignment problem. We demonstrate
that the Advantage system and the new hybrid solver can solve larger problems
in less time than their predecessors. However, we also show that the solvers
based on the 2000+ qubit system DW2000Q sometimes produce more favourable
results if they can solve the problems.
