DeepKE provides a deep learning framework for knowledge graph construction supporting entity, relation, and attribute extraction tasks. It handles scenarios including low-resource, document-level, and multimodal settings. The toolkit is built on PyTorch and has expanded to support large language model integration through modules like DeepKE-LLM and OneKE for enhanced knowledge extraction capabilities.