This repository provides reference implementations of several GAN architectures for researchers and developers. It includes DCGAN, Progressive Growing of GAN (PGAN), and StyleGAN implementations for generating images, along with auxiliary tools like AC-GAN conditioning, GDPP for diverse generation, and evaluation metrics such as Inception Score and SWD. The project supports training on standard datasets including CelebA, CelebAHQ, CIFAR10, and FashionGen.