Algorithm optimization method and device, computer equipment and storage medium

The invention discloses an algorithm optimization method and device, computer equipment and a storage medium. According to the method, the current algorithm information of the current algorithm service uploaded by the terminal equipment is received, whether the processing efficiency of the current algorithm service meets the efficiency requirement is evaluated according to the current algorithm information, a pruning request is generated, the current algorithm service is pruned according to the pruning request, and the pruned algorithm data is obtained. According to the method, a current algorithm pruning processing mode is carried out on line, different model pruning algorithms are adopted for different algorithm services, manual intervention is reduced, tedious offline optimization, evaluation and deployment processes are avoided, labor cost and inconsistency generated in the offline process are saved, pruned algorithm data are issued to terminal equipment, and the algorithm pruning efficiency is improved. Therefore, the terminal equipment adopts different model pruning algorithms for different algorithm services, and when more data sources are gradually accessed after engineering, the algorithm processing efficiency is ensured to meet the business requirements.