Methods, non-transitory computer readable media, and devices for dynamically changing a number of partitions at runtime in a hierarchical data partitioning model include determining a number of coarse mapping objects, determining a number of fine mapping objects, and setting a number of coarse partitions and a number of fine partitions based on the determined number of coarse mapping object and the determined number of fine mapping objects.