Abstract: This specification discloses a container quantity adjustment method and apparatus for an application. One method includes: determining historical data of an application, predicting traffic distribution of the application within a predetermined duration based on the historical data by using a pre-trained traffic prediction model, predicting container quantity distribution of the application within the predetermined duration based on the traffic distribution and a predetermined target utilization of a container by using a pre-trained quantity prediction model, and adjusting a container quantity of the application at each of a plurality of predetermined moments within the predetermined duration based on the container quantity distribution.

Abstract: A computer-implemented method includes determining, based on a configured computing resource share at a previous moment/time period based on an estimated traffic sequence of each application in a target period a representation vector of each application of a plurality of applications and a pre-estimated central processing unit utilization of each application. The pre-estimated central processing unit utilization of each application, the representation vector of each application, and the estimated traffic sequence of each application in the target period are input into a decision network and a current computing resource configuration policy of a first moment/time period based on an output result of the decision network.