An input graph is decomposed into a graph topology component and a graph properties component. A matrix representation is generated for each of the graph topology component and the graph properties component. Each of the graph topology matrix representation and graph properties matrix representation are partitioned into one or more sub-matrices. A forward pass comprising one or more vectorized operations is performed over the one or more sub-matrices. An output matrix is generated in response to the performing step.