A core computing unit processor and a processing method for an artificial intelligence device, wherein the processor is provided with a plurality of neurons, wherein the neuron is composed of a plurality of multiplier groups. The multiply-adder group includes a plurality of multiplier units having an operation function of accumulating, maxima, and minimum values, and the number of multiplier groups in each neuron is the same, and each of the multiplier groups is The number of multiplier units is the same, the multiplier group in one neuron shares the same input activation data, and the multiplier group in one neuron processes different kernel weight data, but multiply and add the same order in different neurons. The device group processes the same kernel weight data, and there is no data conversion between each multiplier group.
Methods and Apparatus of Core Compute Units in Artificial Intelligent Devices