Fast parallelized 2D Finite-Differences Augmented Lagrangian Bingham code. Simulations on very fine structured meshes with very demanding convergence criteria compared to previous literature. Providing all internal computational costs for benchmarking. Successful comparison of the code with 2 kinds of physical experiments in cavities. Detailed pseudo-plug zones and dead zones’ horizontal lengths.