Abstract Cluster expansion (CE) has gained an increasing level of popularity in recent years, and its applications go far beyond original root binary alloys, reaching even complex crystalline systems often used energy materials research. Similar to other modern machine learning approaches science, many strategies have been proposed for training fitting the CE models first-principles calculation...