FlagPerf, developed collaboratively by the Zhiyuan Institute and AI hardware manufacturers, is an integrated AI hardware evaluation engine designed to establish an industry practice-oriented metric system for assessing the actual capabilities of AI hardware across software stack combinations (models + frameworks + compilers). The platform supports a multidimensional evaluation metric system covering scenarios of large model training and inference, and accommodates multiple training frameworks and inference engines, connecting AI hardware and software ecosystems.