The invention discloses an efficient operation and maintenance method and device for a
large model system, and belongs to the technical field of
artificial intelligence, and the implementation of the method comprises the following steps: constructing an operation and maintenance agent cluster of the
large model system, which comprises a model deployment agent, a model detection agent, a model operation agent, a model upgrading agent and an operation and
maintenance planning agent; after an operation and maintenance task is input, the operation and
maintenance planning agent receives an input instruction, performs task understanding and analysis, and divides the task into a conventional operation and
maintenance mode and a customized operation and
maintenance mode; setting a conventional operation and
maintenance mode by using the operation and
maintenance planning agent, and calling the model detection agent and the model operation agent to guarantee and maintain function indexes and operation states of models in the
system; and setting a customized operation and maintenance mode by using the operation and maintenance planning agent, and calling the model deployment agent and the model upgrading agent to complete customized deployment and upgrading of the model. According to the method, efficient deployment, continuous
verification, dynamic expansion and intelligent upgrading of the model are realized.