Disclosed is an adaptive current source drive circuit, comprising a current source drive circuit and a voltage adjusting circuit, wherein the voltage adjusting circuit feeds back the parameter change by acquiring a main circuit, obtains a reference voltage, and dynamically adjusts the driving circuit of the current source drive circuit, thus realizing adaptive current source driving. According to the circuit structure, the high frequency driving loss and the switch loss is reduced, and the system efficiency is optimized within the wide load scope.