This repository contains the reference implementation of the 2020 NeurIPS paper introducing Denoising Diffusion Probabilistic Models. It provides training and evaluation scripts for a generative model that learns to reverse a gradual noising process to produce images. The model was trained on Google Cloud TPU v3-8 hardware using TensorFlow 1.15.