Model selection & Selecting the number of active components in Bayesian Gaussian Mixture Models

Question

I have generated 2 groups of 1-D data points which are visually clearly separable and I want to use a Bayesian Gaussian Mixture Model (BGMM) to ideally recover 2 clusters.