@ptrblck - thanks!  I could tell that net.classifier(net.features(x)) was not enough, but not quite understand why.
It seems a shame that for torchvision models at least, there isn’t simple API definition around having either net.features() -or- net.classifier() do the formatting. Or perhaps another method, say net.format_features().
Thanks again for your helpful reply!