The parameter is shown using your code snippet:
device = 'cpu'
net = Net()
print(dict(net.named_parameters()).keys())
> dict_keys(['q_params', 'conv1.weight', 'conv1.bias', 'conv2.weight', 'conv2.bias', 'fc1.weight', 'fc1.bias', 'fc2.weight', 'fc2.bias', 'fc3.weight', 'fc3.bias'])