Huawei Technologies Co., Ltd. recently announced a patent called "A Method and Device for Generating AI Models". The patent involves the field of artificial intelligence technology, aiming to improve the generation efficiency of AI models and reduce resource consumption. The release of this innovative technology marks Huawei's further breakthrough in the field of artificial intelligence and provides new solutions for the optimization of AI models.
The core method of the patent includes: the first processor constructs a target optimization function with operation indication information as optimization variables based on the execution time, memory footprint and memory offload time of each operator in the AI model. By performing global optimization of the target optimization function, operation indication information indicating whether each operator performs the target operation, the target operation includes a recalculation operation or a memory unload operation. This process can significantly improve the training efficiency of AI models and reduce unnecessary waste of resources.
In addition, the patent also relates to sending adjustment instructions including operation indication information to the second processor to instruct the second processor to execute a plurality of operators according to the operation indication information, thereby training the AI model and generating a target AI model. This method not only optimizes the generation process of AI model, but also provides new ideas and directions for the future development of AI technology.
The patent released by Huawei this time not only demonstrates its deep accumulation in the field of artificial intelligence technology, but also provides new solutions for the optimization of AI models and resource management. With the continuous development of AI technology, Huawei's innovation is expected to play an important role in future AI applications and promote the further popularization and application of artificial intelligence technology.