The NASA research group of Nanjing University, in collaboration with renowned institutions such as Pengcheng Laboratory and Huawei Technologies Co., Ltd., has conducted comprehensive and in-depth research on key topics including large model training/inference performance and power consumption. The research achievements have not only been published at top conferences in the field of computer architecture, but have also been successfully deployed in relevant enterprises, making positive contributions to bridging the gap between theory and practice.