公开(公告)号：US11714739B2

公开(公告)日：2023-08-01

申请号：US17404401

申请日：2021-08-17

Applicant: Advanced Micro Devices, Inc.

Inventor： Max Alt ,  Gabriel Martin ,  Paulo Roberto Pereira de Souza filho

IPC: G06F11/34 ,  G06N3/088

CPC classification number: G06F11/3428 ,  G06F11/3495 ,  G06N3/088

Abstract: A system and method for processing application performance using application phase differentiation and detection is disclosed. Phase detection may be accomplished in a number of different ways, including by using a deterministic algorithm that looks for changes in the computing resource utilization patterns (as detected in the performance data collected). Machine learning (ML) and neural networks (e.g. sparse auto encoder SAE) may also be used. Performance data is aggregated according to phase and stored in a database along with additional application and computing system information. This database may then be used to find similar applications for performance prediction.

公开(公告)号：US12242893B2

公开(公告)日：2025-03-04

申请号：US17405979

申请日：2021-08-18

Applicant: Advanced Micro Devices, Inc.

Inventor： Max Alt ,  Gabriel Martin

IPC: G06F9/46 ,  G06F9/50

Abstract: A system and method for ranking computing resources in a distributed computing marketplace is disclosed. Ranking may be based on the performance factors that the system predicts will have the greatest impact on the particular application the user plans to run. A performance database stores historical performance data for applications that have been executed on multiple different computer systems. The database is checked to see if the application, or one similar, has already been run on any of the computing systems participating in the distributed computing marketplace. If so, the existing performance data is used to predict which performance factors will have the greatest impact on the application. Those factors are then used to rank the available computing systems options for the user.