None in the autograd can mean that it is independent or the gradient is just all 0s.
So in this case, it is either because this bias is not used or because it is completely ignored.
Also to avoid all issues, make sure that all your computations only deal with Tensors and use pytorch’s ops. Objects that are not Tensors cannot have gradients computed for them or flowing through them.