This dataset contains the main results of Deep Generative Models for Galaxy Image Simulations (Lanusse et al. 2020). It consists of tuples of postage stamps of HST/ACS COSMOS galaxies, corresponding parametric light profiles, and samples from a Deep Generative Model conditioned on size, magnitude, and redshift of the corresponding real galaxies. For each tuple, the dataset also contains morphological statitics computed on each stamp. The details of the creation of this dataset and how to use it to reproduce the plots of the paper can be found at https://github.com/McWilliamsCenter/deep_galaxy_models .