The inversion of spectropolarimetric observations the solar upper atmosphere is one most challenging goals in physics. If we account for all relevant ingredients spectral line formation process, such as three-dimensional (3D) radiative transfer out local thermodynamic equilibrium (NLTE), task becomes extremely computationally expensive. Instead generalizing 1D methods to 3D, have developed a ne...