How can we build a mixture of mixtures?

Mixture of Mixture is really stretching the intended use case of Mixture class. Try cherry picking the mixture logp function and write it explicitly. For example, see cell 2 in http://docs.pymc.io/notebooks/gaussian-mixture-model-advi.html