Thank you for your reply.
Yes I’m able to send the 1 item tensor to GPU. For that matter, I regularly work with GPU and am able to send a lot of models to GPU and train them. Just that this particular model in this particular project is not going to GPU.
I remember a version where it was working. No, I didnot make any changes to drivers/other libs. without restarting the machine.