EasyNLP is a comprehensive NLP development and application toolkit built on PyTorch with distributed training support. It integrates knowledge distillation and few-shot learning to make large pre-trained models practical, along with multi-modal pre-trained models for text-image retrieval and synthesis. The toolkit provides a unified framework for model training, inference, and deployment across NLP tasks including text classification and language understanding.