Sampler did not converge while running a Topic Model (Latent Dirichlet Allocation with single topic per document)

Questions
3

Yes, Gelman-Rubin won’t work for these models.

You can check https://docs.pymc.io/notebooks/gaussian_mixture_model.html if you maybe can break symmetries somehow. But if convergence looks fine I wouldn’t worry about it.