APDrawingGAN is a deep learning system that transforms ordinary face photographs into artistic portrait drawings using a hierarchical Generative Adversarial Network architecture. The model was trained on paired face photos and corresponding portrait drawings, learning to capture artistic line quality and stroke patterns. It achieves CVPR 2019 Oral distinction and includes preprocessing utilities and training/testing guidelines for reproduction.