The utility model relates to a semi-continuous high-speed spinning machine with two spinning rollers. The semi-continuous high-speed spinning machine with the two spinning rollers comprises a machine frame, a glue supplying device, a thread forming device, a spinning device and a winding device, wherein the spinning device comprises the two spinning rollers, the spinning rollers are transversely arranged relative to the operation face of a spinning face, and the two ends of each spinning roller are fixed to the machine frame. According to the spinning machine, the spinning speed is increased, meanwhile, sufficient reactions are guaranteed for threads, and therefore the aims of guaranteeing the quality of the threads, improving the production efficiency and reducing spinning cost are achieved.