Is there any suggestion to make this code work in current version of Qiskit 1.0 and above?

[Yagnik12599]

I am currently trying to regenerate the results you got from the paper and I am stuck since some of the modules got deprecated, and I tried making changes according to the migration guide but currently the code is running but not generating any result in the sense that its getting stuck in one of the for loops and cannot even finish 1 epoch in hours which I believe should not take so much time.

Any help would be useful.
Thanks!