@ptrblck @albanD it is a network reconstruction problem.
As you have mentioned that I should make a sample model.
As you can see the scores and loss are doing fine with 10X10 network but I need to train 3000X3000 network with this model.
If possible,can you suggest something.I am getting the Auc score of 0.70 but I am expecting it to be around 0.93
moreover this is an implementation of a research paper
https://www.kdd.org/kdd2018/accepted-papers/view/deep-variational-network-embedding-in-wasserstein-space