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We've made an inverse structure framework CCDCGAN consisting of a generator, discriminator, and constraint and efficiently used it to layout unreported crystal constructions with low development Power to the binary Bi-Se procedure. It is demonstrated that 2nd crystal graphs can be used to assemble a latent space with the continuous representation o