Thank you for your suggestion.  This involves saving data offline before training begins right?  Is there a way to begin training before the crops are done saving?  Or alternatively,  is there a way to just load the (2160,2560), store its corresponding 1350 crops in memory, and run it that way without saving it beforehand?  This is to save time.