The Xilinx® Deep Learning Processor Unit (DPU) is a series of soft IP for convolutional neural networks acceleration. The DPUCAHX8H is a high throughput CNN inference IP for Alveo™ cards with high bandwidth memory (HBM). It runs with a set of efficiently optimized instructions and it can support most convolutional neural networks, such as VGG, ResNet, GoogLeNet, YOLO, SSD, FPN, etc.