CORRELATION OF THREAD INTENSITY AND HEAP USAGE TO IDENTIFY HEAP-HOARDING STACK TRACES

Patent №

US 10,534,643

Granted

2020-01-14

Filed 2017

Owner

ORACLE INTERNATIONAL CORPORATION

Lab

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15588531

Embodiments identify heap-hoarding stack traces to optimize memory efficiency. Some embodiments can determine a length of time when heap usage by processes exceeds a threshold. Some embodiments may then determine heap information of the processes for the length of time, where the heap information comprise heap usage information for each interval in the length of time. Next, some embodiments can determine thread information of the one or more processes for the length of time, wherein determining the thread information comprises determining classes of threads and wherein the thread information comprises, for each of the classes of threads, thread intensity information for each of the intervals. Some embodiments may then correlate the heap information with the thread information to identify code that correspond to the heap usage exceeding the threshold. Some embodiments may then initiate actions associated with the code.

Machine learningPlanningAI hardwareG06F 9/50G06F 3/0629G06F 3/0631G06F 9/5005G06F 9/5011G06F 9/5016G06F 9/5022G06F 9/5027+16 more

AI classification

AI hardware0.98
Machine learning0.93
Planning0.53
Knowledge representation0.02
Natural language0.00
Evolutionary computation0.00
Speech0.00
Vision0.00

Ownership

ORACLE INTERNATIONAL CORPORATION

assignment · 422760351

Assignors

CHAN, ERIC S.

On an employer assignment, the assignors are typically the inventors.

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