In this paper, we explore the potential of the generative-adversarial network (GAN) in order to predict the production of direct photons in the collision of unpolarized or longitudinally polarized protons at an energy of √s = 27 GeV. Our findings demonstrate that the GAN has been established to be capable of accurately reproducing the distributions of the physical characteristics of the produced direct photons. Moreover, the possibility to calculate the double longitudinal spin asymmetry of A_LL was shown taking the values predicted by the GAN as a basis.