The base machine learning models certainly improve visual quality over the traditional bilinear up-sampling methods, but the high compute cost makes real-time inference a challenge on common consumer GPUs. To overcome this, the DeepSpeed team applied state-of-art compression techniques to reduce the model size and inference cost.