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:
Feb. 20, 2024

Filed:

Jul. 22, 2022
Applicant:

Oracle International Corporation, Redwood Shores, CA (US);

Inventors:

Urvashi Oswal, Fremont, CA (US);

Marc Jolles, Zurich, CH;

Onur Kocberber, Thalwil, CH;

Seema Sundara, Nashua, NH (US);

Nipun Agarwal, Saratoga, CA (US);

Assignee:

Oracle International Corporation, Redwood Shores, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/24 (2019.01); G06F 16/25 (2019.01); G06F 16/21 (2019.01); G06F 11/34 (2006.01); G06F 16/2458 (2019.01);
U.S. Cl.
CPC ...
G06F 16/258 (2019.01); G06F 11/3409 (2013.01); G06F 16/21 (2019.01); G06F 16/2462 (2019.01);
Abstract

Techniques are described for executing machine learning models trained for specific operators with feature values that are based on the actual execution of a workload set. The machine learning models generate an estimate of benefit gain/cost for executing operations on data portions in the alternative encoding format. Such data potions may be sorted based on the estimated benefit, in an embodiment. Using cost estimation machine learning models for memory space, the data portions with the most benefits that comply with the existing memory space constraints are recommended and/or are automatically encoded into the alternative encoding format.


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