tokens: This toolkit performs the evaluation of several accuracy metrics ( Average F1 score , NMI , ARI and JI ) as well as some intrinsic quality metrics , and provides highly optimized parallel implementations of these metrics in C++ leveraging MPI ( the Message Passing Interface ) and Pthreads ( POSIX Threads ) .