We have developed an inverse design and style framework CCDCGAN consisting of a generator, discriminator, and constraint and efficiently applied it to layout unreported crystal structures with very low formation Strength to the binary Bi-Se program. it is actually demonstrated that second crystal graphs can be employed to build a latent space with