First and second derivates of the output with respect to the input inside a loss function

Hi,

I think the error is related to the input’s leaf state (although I am not exactly sure, this may help).

But you can try enable grads for input x, by using:

x = x.clone().detach().requires_grad_(True)

as the first line of forward method.

Bests