Hi,
You've probably already resolved this, but it seems very likely that your problem is the size of your training data.
I'm far from an expert, but can share my observations as I've investigated storage issues I've hit while creating models. The biggest factors seem to be, the number of training images, the style density (more dense seems to take more space and time), the number of iterations.
Good luck!