When pytorch was upgraded from 0.4.1 to 1.1.0 and torchvision was upgraded from 0.2.0 to 0.3.0, the training time was changed from the original 60min to 90min. (Ubuntu16.04, cuda9.0, gcc5.4.0, 1080Ti)