Astraios is a platform for fine-tuning large language models, offering a variety of parameter-efficient fine-tuning methods and a range of model sizes to choose from. Users can perform fine-tuning on large-scale language models on this platform and achieve the best cost-performance balance. The platform also provides rich models, datasets, and documentation to facilitate user research and development. The flexible pricing scheme caters to the needs of users of different scales.