The Intelligent Non-Point Source Pollution Processor is a modular, adjustable-elevation sponge product developed specifically for controlling non-point source pollution in stormwater runoff. This device effectively manages initial runoff pollution without compromising flood drainage capacity. As a standardized product, it enhances construction quality, shortens construction cycles, reduces environmental pollution, and increases overall benefits. The equipment features excellent load-bearing performance, efficient stormwater purification capabilities, and offers convenient installation, maintenance, and sediment removal. It serves as a green, environmentally friendly, economical, and low-carbon foundational stormwater control facility for sponge cities, playing a critical role in sponge city construction and the treatment of black and odorous water bodies.