As the di-topic precursors are located at the edges and therefore often almost linear, the POCs adopting augmented di-topic precursors for assembly are more likely to be chemically and topologically realistic. By data augmentation, the number of hypothetical POCs was increased to approximately 1.2 million, suitable for constructing a VAE generative model.