Advanced Micro Devices, Inc.
COMPUTER RESOURCE SCHEDULING USING GENERATIVE ADVERSARIAL NETWORKS

Abstract:

Techniques for scheduling resources on a managed computer system are provided herein. A generative adversarial network generates predicted resource utilization. An orchestrator trains the generative adversarial network and provides the predicted resource utilization from the generative adversarial network to a resource scheduler for usage when the quality of the predicted resource utilization is above a threshold. The quality is measured as the ability of a generator component of the generative adversarial network to "fool" a discriminator component of the generative adversarial network into misclassifying the predicted resource utilization as being real (i.e., being of the type that is actually measured from the computer system).