Nowadays, data reduction is becoming increasingly important in dealing with the large amounts of scientific data. Existing multilevel compression algorithms offer a promising way to manage at scale, but may suffer from relatively low performance and quality. In this paper, we propose MGARD+, refactoring framework drawing on previous methods, achieve high-performance decomposition high-quality e...