Solved by Tulliogs in post #3 
              
              
                Thank you, you answer guided me to look at why my network don’t know state dict so is decide to use the constructor code from pytorch densenet and it works : 
import re 
Code modified from torchvision densenet source for loading from pre .4 densenet weights.
checkpoint = torch.load(’./model.pth.tar’…