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(type(model).__name__, cnt, count_parameters(model))