公开(公告)号：US20190138423A1

公开(公告)日：2019-05-09

申请号：US16235959

申请日：2018-12-28

Applicant: Intel Corporation

Inventor： Mats Agerstam ,  Bahareh Sadeghi ,  Jason Martin ,  Jeffrey Ota ,  Justin Gottschlich ,  Marcos Carranza ,  Maria Ramirez Loaiza ,  Alexander Heinecke ,  Mohammad Mejbah Ul Alam ,  Robert Colby ,  Sara Baghsorkhi ,  Shengtian Zhou

IPC: G06F11/34 ,  H04L12/24 ,  G06F11/00 ,  H04L29/06 ,  H04L29/08 ,  G06K9/62 ,  H04L12/66 ,  G06N20/00

Abstract: An apparatus includes a data interface to obtain first sensor data from a first sensor and second sensor data from a second sensor of a monitored system; a data analyzer to extract a feature based on analyzing the first and second sensor data using a model, the model trained based on historical sensor data, the model to determine the feature as a deviation between the first and second sensor data to predict a future malfunction of the monitored system; an anomaly detector to detect an anomaly in at least one of the first sensor data or the second sensor data based on the feature, the anomaly corresponding to the future malfunction of the monitored system; and a system applicator to modify operation of the monitored system based on the anomaly.

公开(公告)号：US20190129822A1

公开(公告)日：2019-05-02

申请号：US16234503

申请日：2018-12-27

Applicant: Intel Corporation

Inventor： Mohammad Mejbah Ul Alam ,  Jason Martin ,  Justin Gottschlich ,  Alexander Heinecke ,  Shengtian Zhou

IPC: G06F11/34 ,  G06F11/30 ,  G06F11/32 ,  G06N3/08

Abstract: Methods, apparatus, systems and articles of manufacture are disclosed. An example system includes a memory accessed by a program of interest, a performance monitoring unit to collect first memory access information and second memory access information about an object accessed in the memory by the program of interest; and a leak detector to: determine a non-access period based on the first memory access information and an unsupervised machine learning model trained based on the program of interest; and detect a potential memory leak of the program of interest based on the second memory access information and the non-access period.

公开(公告)号：US20160224457A1

公开(公告)日：2016-08-04

申请号：US15096141

申请日：2016-04-11

Applicant: Intel Corporation

Inventor： Justin Gottschlich ,  Gilles Pokam ,  Cristiano Pereira ,  Jungwoo Ha

IPC: G06F11/36

CPC classification number: G06F11/3632 ,  G06F9/3851 ,  G06F9/3861 ,  G06F9/4881 ,  G06F11/3644 ,  G06F11/3648 ,  G06F11/366

Abstract: Methods and systems to identify and reproduce concurrency violations in multi-threaded programs are disclosed. An example method disclosed herein comprises determining whether a condition is met and serializing an operation of a first thread of a multi-threaded program relative to an operation of a second thread of the multi-threaded program. The serialization of the operations of the first and second threads results in a concurrency violation or bug thereby causing the multi-threaded program to crash. In this way, the operations of the first and second threads of the multi-threaded program that are responsible for the concurrency violation are identified and can be revised to remove the bug.

Abstract translation: 公开了在多线程程序中识别和再现并发冲突的方法和系统。 本文公开的示例性方法包括确定是否满足条件并且相对于多线程程序的第二线程的操作来序列化多线程程序的第一线程的操作。 第一和第二个线程的操作的序列化导致并发冲突或错误，从而导致多线程程序崩溃。 以这种方式，会识别负责并发冲突的多线程程序的第一个和第二个线程的操作，并且可以修改以消除该错误。