Hi thanks for the reply and sorry for confusion ;
I have already re-edited my post hope it can be more clear and concise.
In addition, please see this one; it might be more clear How to feed a 3D tensor into Neural Network Forward() pass 51
A similar post earlier (from me); that solves easier version of this one