The present invention discloses a high-speed peel grinding machine. The high-speed peel grinding machine comprises a roller. One end of the roller communicates with a material inlet and the other end of the roller communicates with a material outlet. The diameters of the roller are gradually decreased from material inlet to material outlet, a packing auger shaft is arranged at the middle of the roller, the sizes of blades of the packing auger shaft are gradually decreased with the decreases of the diameters of the roller, and a plurality of round leaking holes are evenly distributed on the surfaces of the blades. The high-speed peel grinding machine solves the problems the peel grinding machine is complicated in structures, high in costs, large in energy consumption, and also simple and practical in structures, and has extremely high market promotion values.