MindSpore
Peng He, Jun Myoung Yu, Xuefeng Jin, Yu Fan, Cong Wang, Wei Zheng, Yuanyuan Tuo · 2025
This chapter introduces the core architecture and key components of Huawei's Ascend AI Full-Stack Solution, including the Ascend series processors, Atlas hardware products, CANN chip enablement, the MindSpore deep learning framework, the ModelArts development platform, and the MindX application enablement tools. With comprehensive coverage across device, edge, and cloud scenarios, the solution supports the training and inference processes in deep learning, providing an efficient and flexible AI computing infrastructure. Additionally, this chapter delves into the technical features, architectural design, and multi-scenario application capabilities of the MindSpore framework, highlighting its unique advantages in ease of use, efficient execution, and all-scenario adaptability.