Hi all, if anyone is interested here's 10X speedup example for scipy fmin_ncg using openopt oofun. Other solvers (from or beyond scipy.optimize) can yield similar speedup. http://openopt.blogspot.com/2008/10/example-of-10x-speedup-for-nlp-via.html Regards, D.