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The BBOB'2013 benchmark measures the efficiency of the optimization procedures on a series of functions in many dimensions. libcmaes has support for the benchmark and ranks among the best algorithms.
There's an install script in the repository. Do:
cd tests
./bbobsetup.sh
you can now benchmark any of the implemented flavors of CMA-ES (beware, this make take a while, ~hours):
./bbobexperiment -alg bipop
for the command above, results will be in repository bipop_bbob