The invention relates to an automatic labeling 
machine which comprises a mounting rack as well as a first shifting mechanism, a second shifting mechanism, a material identifying mechanism, a 
label peeling device, a controller and a production 
system, which are arranged on the mounting rack, wherein the first shifting mechanism is used for conveying materials; the second shifting mechanism is used for fixing and conveying the materials; the material identifying mechanism is used for identifying the materials; the 
label peeling device is applied to peeling and continuous working of a plurality of labels; the controller is used for receiving 
label information read by the material identifying mechanism, and is used for controlling the first shifting mechanism, the second shifting mechanism and the label peeling device; the production 
system is used for sending control instructions and data to the controller. According to the automatic labeling 
machine, material discs on an 
assembly line are shifted to 
machining positions by the first shifting mechanism and fixed by the second shifting mechanism, and after the labels are adhered, the material discs are conveyed to the 
assembly line through the second shifting mechanism. Compared with the prior art, the automatic labeling 
machine is high in 
automation degree, manual transportation is not needed, labor resource is saved, and meanwhile peeling and continuous working of the plurality of labels are realized by a plurality of label adhering units, and the working efficiency is improved.