Mamba: AI-empowered Intelligent Beamline Station Software

As the "unified scientific software framework" within the research paradigm combining "artificial intelligence to aid scientific discovery" and "building a unified scientific software framework for large-scale facilities," the experiment control and data acquisition software Mamba is designed to deploy artificial intelligence (AI) algorithms online. Developed by researchers in beamline software systems, Mamba is an independently controllable, internationally advanced, comprehensive, and ecological unified software application system that provides a unified automated and intelligent "experimental operating system" for China's next-generation advanced light source facility, HEPS.

Mamba Data Worker (MDW), a subsystem of Mamba, serves as the software foundation for online training and prediction of large AI models by distributing and scheduling experimental big data flows.

Figure 1: Mamba and its sub-framework MDW jointly constitute the software foundation for online AI applications