The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Sep. 27, 2022

Filed:

Jun. 26, 2019
Applicant:

Advanced Micro Devices, Inc., Santa Clara, CA (US);

Inventors:

John Kalamatianos, Boxborough, MA (US);

Paul S. Keltcher, Boxborough, MA (US);

Mayank Chhablani, Boxborough, MA (US);

Alok Garg, Boxborough, MA (US);

Furkan Eris, Boston, MA (US);

Assignee:

Advanced Micro Devices, Inc., Santa Clara, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 12/0862 (2016.01); G06F 16/22 (2019.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06F 12/0862 (2013.01); G06F 16/2246 (2019.01); G06N 20/20 (2019.01); G06F 2212/602 (2013.01);
Abstract

Techniques for generating a model for predicting when different hybrid prefetcher configurations should be used are disclosed. Techniques for using the model to predict when different hybrid prefetcher configurations should be used are also disclosed. The techniques for generating the model include obtaining a set of input data, and generating trees based on the training data. Each tree is associated with a different hybrid prefetcher configuration and the trees output certainty scores for the associated hybrid prefetcher configuration based on hardware feature measurements. To decide on a hybrid prefetcher configuration to use, a prefetcher traverses multiple trees to obtain certainty scores for different hybrid prefetcher configurations and identifies a hybrid prefetcher configuration to used based on a comparison of the certainty scores.


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