The invention provides a
chip calculation reasoning method and
system for a
hybrid expert model, and relates to the technical field of
artificial intelligence calculation, and the method comprises the steps: obtaining input data, calculating an expert activation weight, carrying out the
time sequence tracking, carrying out the clustering analysis, recognizing an expert combination, and preloading the weight to a shared cache; selecting a target expert based on the activation weight, and loading the weight; fragmenting the data, constructing an
assembly line level, and mapping the data to different computing units; and each unit is controlled to execute calculation and weighted summation according to an
assembly line to obtain a result. Through expert activation mode prediction and pipeline
parallel processing, the reasoning efficiency is improved, and the memory access overhead is reduced.