According to the storage and calculation integrated structure, the end-side AI reasoning method, the medium and the terminal provided by the invention, the
system performance and energy efficiency are improved, the storage
delay and bandwidth are optimized, the serial-parallel conversion overhead is saved, the
cache management overhead is avoided, and the
system performance and energy efficiency are improved through the direct
interconnection of the storage group and the AI calculation module, the
register transfer and the parallel data handling mechanism. The
power consumption and the area of prefetching logic are saved, the complexity of a storage
system and data handling is reduced, and the storage handling is lightweight; in the process of executing the distributed AI reasoning operation, data carrying and shaping can be synchronously carried out, the
data synchronization parallelism degree is improved, the data supply rate is matched with the calculation rate, idle waiting of an AI calculation unit is reduced, and the
throughput and the energy efficiency ratio of the system are improved.