I do not understand the significance of this. If i want serious numbercrunch multi-thread performance in python, i execute it on the gpu?

conda install numba & conda install cudatoolkit comes to mind?

And you should data orientated, so all that remains from objects is arrays of structures with the index being the object indicator. Im honestly puzzled about the use-case..