Benchmark CLI memory profiling feature enhancement.

[cheqianh]

The benchmark tool generates memory usage peak right now. This issue wants to improve the memory profiling feature by two areas,

1. It would be good to adds more metrics such as garbage collection related metrics.
2. Due to the potential optimization Python may do, the memory usage metrics might be inaccurate after running different formats multiple times. Python might cache objects for faster access later on.