In the past ten years, the demands from the latest networks and the best technologies for computing power has grown almost exponentially. Long-tail applications have brought huge value demands, and the core resources occupied by long-tail applications are no second to that by head applications. AI technologies have gradually evolved to general technologies with large-scale parameters from original single direction and single route.