vgg = [ ('vgg11_bn', 44), ('vgg13_bn', 50), ('vgg16_bn', 59), ('vgg19_bn', 68)]
alexnet = [('alexnet', 28)]
squeezenet = [ ('squeezenet1_0', 76), ('squeezenet1_1', 76)]
resnet = [ ('resnet18', 79), ('resnet34', 127), ('resnet50', 162), ('resnet101', 298), ('resnet151', 434)]
densenet = [ ('densenet121', 445), ('densenet161', 585), ('densenet169', 613), ('densenet201', 725)]
xresnet = [ ('xresnet101', 541), ('xresnet152', 796), ('xresnet18', 131), ('xresnet18_deep', 160), ('xresnet18_deeper', 164), ('xresnet34', 219), ('xresnet34_deep', 248), ('xresnet34_deeper', 274), ('xresnet50', 286), ('xresnet50_deep', 323), ('xresnet50_deeper', 357)]