Thanks for all your help Mathieu!  When you say pre-discretized, I think of binning, is that what you mean? I am wondering how I can leverage this information about how features are stored in memory to reduce my footprint. Now that you created the feature request I will sit tight for a bit, I will definitely explore further if that RAM limitation can be overcome.