Its a latent space model for graphs: Takes in a graph and a Z vector with K dimensions and then translate it to latent space. This is done by optimizing the loss function (the one shown in the question).
I absolutely do not need batches of that size, making them smaller would be great, I am just at a loss of how to go about doing that.