The invention discloses a self-priming semi-permeable membrane drainage network, which comprises PVC pipes connected vertically and horizontally; One end is opened as a liquid injection port; a number of permeable holes are opened on the PVC pipe, and the outer surface of the PVC pipe is wrapped with a semi-permeable membrane. It also discloses the implementation method of the self-priming semi-permeable membrane drainage network, relying on the osmotic pressure of the solution inside and outside the PVC pipe, so that the water in the soil passes through the semi-permeable membrane and enters the pipeline to be discharged, and multiple PVC pipes drain at the same time, increasing the drainage area. The drainage process is simple and efficient, saving manpower and material resources, and the drainage efficiency is high, which effectively promotes the increase of the bearing capacity of the foundation. And there is no dust pollution in the process of rapid water reduction, the used sulfurous acid pulp waste liquid is non-toxic, highly viscous, not easy to seep out from the semi-permeable membrane, has good osmotic pressure, and meets environmental protection requirements.