This repository implements Make-A-Video from Meta AI, a state-of-the-art text-to-video generation model. It adapts text-to-image models with pseudo-3d convolutions (axial convolutions) and temporal attention mechanisms for better temporal fusion across video frames. The implementation includes modules for pseudo-convolutions and spatio-temporal attention, enabling synthesis of videos from text prompts.