I have to admit it will not be easy to figure out what I am trying to say    .
Anyhow, if you can just confirm for me that they way I am doing the shuffeling above, when I just added the batch size to make the tensor 4D as it is in my case. is correct, I will be glad to try it out and come back if I have further questions