DataDreamer is an open-source Python library designed to streamline and manage the workflow of large language models (LLMs). By offering standardized interfaces, it lowers the barriers to using LLMs, including functionalities for synthetic data generation and model fine-tuning. This tool addresses common challenges, enhancing work efficiency and reproducibility. It propels the advancement of the natural language processing field, opening up new possibilities for future knowledge exploration and innovative applications.