@tamasgal were you able to try @pistacliffcho’s solution for fitting the GMM? Did it eventually work?
Agreed that it’s bizarre that all parameters would be initialized to be identical. Random initialization works; ive also seen means initialized to random samples from the training data, or initialized with k-means / Lloyd’s algorithm.