The proposed GSAI preconditioning method computes the SAI preconditioner on NVIDIA GPUs in three major steps, namely, Pre-GSAI, Compute-GSAI, and Post-GSAI, the generated preconditioner is then passed to the Solver stage (see Fig. 2) to precondition and solve the linear system.