The benchmarks could use some clean up and consolidation of common code. Maybe also use rich and introduce some argument groups?

However, it is important that the benchmarks scripts are easy to read and modify individually. They are mainly used for experiments so it must be easy to hack together modifications and to understand exactly what code, and with what options, is running!