The invention discloses a hierarchical collaborative decision-making intra-network resource scheduling method, a system, and a storage medium. The intra-network resource scheduling method comprises the steps of obtaining a computing power demand interest packet requested by an upstream network node in a computing power network; judging whether the current network node meets the computing power demand of the computing power demand interest packet or not, if yes, providing computing power service for data in the computing power demand interest packet according to a deployed performance function,and if not, providing forwarding service for the computing power demand interest packet. According to the technical scheme, the scheduling decision mechanism of the fine-grained local scheduling layer is optimized by means of global information, so that the utilization rate of resources such as global computing power and storage of the computing power network is improved, and load balancing of resources in the network is realized; besides, through the mode of combining the coarse-grained global scheduling layer and the fine-grained local scheduling layer, the non-end-to-end hierarchical collaborative decision-making intra-network resource scheduling capability is provided, the realization of an efficient and balanced intra-network resource scheduling function from the technical level is facilitated, and the overall performance of the computing power network is also improved.