Power flow analyses are essential for the correct operation of power grids, however, electricity systems becoming increasingly complex to analyze with conventional numerical methods. The present work proposes a typed graph neural network based approach solve problem. networks trained on benchmark grid cases which modified by varying injections (load and generation), branch characteristics topol...