Hi,
When you do x = x.to(device), you change the tensor x.
Only the tensor that you created with requires_grad=True will have gradients computed.
The x that you check is an intermediary Tensor and so will not have gradients.
Note that you can do: x = torch.rand(3, device=device, requires_grad=True).