GluonNLP: a Deep Learning Toolkit for Natural Language Processing (NLP). GluonNLP provides implementations of the state-of-the-art (SOTA) deep learning models in NLP, and build blocks for text data pipelines and models. It is designed for engineers, researchers, and students to fast prototype research ideas and products based on these models. This toolkit offers four main features: Training scripts to reproduce SOTA results reported in research papers. Pre-trained models for common NLP tasks. Carefully designed APIs that greatly reduce the implementation complexity. Community support.