def count_parameters(model): return sum(p.numel() for p in model.parameters() if p.requires_grad) def count_conv_layers(model): cnt = 0 for mo in model().modules(): if type(mo).__name__ == 'Conv2d': cnt += 1 print(model.__name__, cnt, count_parameters(model()))