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Please predict whether this patent is acceptable.PATENT ABSTRACT: A convolutional neural network (CNN) processing method and a CNN processing device are provided. The CNN processing method includes: acquiring an intensity type of a first module in a CNN model; in response of determining that the intensity type of the first module is a computation-intensity type, deploying the first module with an application specific integrated circuit (ASIC), where the first module occupies multiple arithmetic unit resources of the ASIC; acquiring the multiple arithmetic unit resources of the ASIC which are occupied by the first module; obtaining a first resource merging module by merging identical arithmetic unit resources among the multiple arithmetic unit resources of the ASIC which are occupied by the first module; and operating the first resource merging module by the ASIC.