Solved by randophilus in post #2 
              
              
                The conv2d library was not the problem. I found out problem was listed here : Since I was running VGG on cifar100, I had to rewrite the forward method on pytorch’s default VGG network since its built for ImageNet and includes a averagepool layer that will error with cifar100’s data size. Using types…