-
公开(公告)号:US20220035692A1
公开(公告)日:2022-02-03
申请号:US16945954
申请日:2020-08-03
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor: Qing Wang , Larisa Shwartz , Jinho Hwang , Srinivasan Parthasarathy , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Tomás Ondrej , Altynbek Orumbayev , Michal Mýlek , Ota Sandr
Abstract: An approach to recommending corrective action to computing system event errors. The approach may include generating a textual description of an event error. The approach may include transforming the textual description into feature vectors with a domain-specific word embedding module. The approach may also include generating a recommendation to correct the event error based on an analysis of the feature vectors. Additionally, the recommendation may be presented for verification.
-
2.
公开(公告)号:US20220027331A1
公开(公告)日:2022-01-27
申请号:US16937425
申请日:2020-07-23
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor: Jinho Hwang , Larisa Shwartz , Srinivasan Parthasarathy , Qing Wang , Raghuram Srinivasan , Gene L. Brown , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Ota Sandr , Tomáš Ondrej , Michal Mýlek , Altynbek Orumbayev
IPC: G06F16/215 , G06N5/02 , G06N5/04 , G06N20/00
Abstract: A computer-implemented method of cross-environment event correlation includes determining one or more correlated events about an issue across a plurality of domains. A knowledge data is extracted from the issue determined from the one or more correlated events is performed. A correlation graph is generated from the extracted knowledge to trace the issue and group the correlated events into one or more event groups to represent their relationship with the issue. A logical reasoning description is constructed based on the generated correlation graph for a domain-space exploration related to how the issue in one domain affects another domain of the plurality of domains. The one or more event groups of correlated events is provided with an explanation about a cause of the issue based on the logical reasoning description.
-
公开(公告)号:US20210373861A1
公开(公告)日:2021-12-02
申请号:US16882811
申请日:2020-05-26
Applicant: International Business Machines Corporation
Inventor: Srinivasan Parthasarathy , Jinho HWANG , Qing Wang , Larisa Shwartz , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Altynbek Orumbayev , Michal Mýlek , Ota Sandr , Tomás Ondrej
IPC: G06F8/41 , G06F16/245 , G06F8/75
Abstract: A computer implemented method for identifying an application topology includes identifying a sandbox environment corresponding to an application of interest, analyzing the sandbox environment to identify a set of communication links between services within the sandbox environment indicating a first topology, identifying a production system corresponding to the application of interest, querying the production system to identify a set of structural dependencies indicating a second topology, and creating a complete topology of the cloud application by combining the first topology and the second topology. A computer program product and computer system for identifying an application topology are additionally disclosed herein.
-
公开(公告)号:US11409593B1
公开(公告)日:2022-08-09
申请号:US17394667
申请日:2021-08-05
Applicant: International Business Machines Corporation
Inventor: Harshit Kumar , Raghav Batta , Jinho Hwang , Larisa Shwartz , Gargi B. Dasgupta , Prateeti Mohapatra , Amar Prakash Azad , Nikhil Verma , Ajay Gupta , Pooja Aggarwal , Jakub Krchák
IPC: G06F11/07
Abstract: Methods, computer program products, and/or systems are provided that perform the following operations: in an information technology (IT) management system, grouping one or more ongoing service failure events into a service failure record; identifying a representative event for the service failure record; identifying one or more conversations that relate to the one or more ongoing service events; computing, using a similarity algorithm, feature similarity scores for respective conversations of the one or more conversations based, at least in part, on the features associated with the representative event and features associated with the respective conversations; linking a subset of the one or more conversations to the one or more ongoing service events in the service failure record based, at least in part, on the computed feature similarity scores; and providing the service failure record to a collaboration platform utilized in addressing the one or more ongoing service events.
-
公开(公告)号:US11314575B2
公开(公告)日:2022-04-26
申请号:US16945954
申请日:2020-08-03
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor: Qing Wang , Larisa Shwartz , Jinho Hwang , Srinivasan Parthasarathy , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Tomás Ondrej , Altynbek Orumbayev , Michal Mýlek , Ota Sandr
Abstract: An approach to recommending corrective action to computing system event errors. The approach may include generating a textual description of an event error. The approach may include transforming the textual description into feature vectors with a domain-specific word embedding module. The approach may also include generating a recommendation to correct the event error based on an analysis of the feature vectors. Additionally, the recommendation may be presented for verification.
-
公开(公告)号:US20210350253A1
公开(公告)日:2021-11-11
申请号:US16869647
申请日:2020-05-08
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor: Qing Wang , Larisa Shwartz , Srinivasan Parthasarathy , Jinho HWANG , Tengfei Ma , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Altynbek Orumbayev , Michal Mýlek , Ota Sandr , Tomás Ondrej
IPC: G06N5/04 , G06F16/901 , G06N20/00
Abstract: A method, a computer system, and a computer program product for mapping operational records to a topology graph. Embodiments of the present invention may include generating an event frequent pattern using operational records. Embodiments of the present invention may include integrating topology-based event frequent patterns. Embodiments of the present invention may include mapping the operational records with an embedding engine. Embodiments of the present invention may include predicting incident events. Embodiments of the present invention may include receiving labeled patterns to the embedding engine for an active learning cycle.
-
公开(公告)号:US12236360B2
公开(公告)日:2025-02-25
申请号:US17023679
申请日:2020-09-17
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor: Jinho Hwang , Larisa Shwartz , Srinivasan Parthasarathy , Qing Wang , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Ota Sandr , Tomáš Ondrej , Michal Mýlek , Altynbek Orumbayev , Randall M George
Abstract: A method, a computer system, and a computer program product for a shiftleft topology construction is provided. Embodiments of the present invention may include collecting datasets. Embodiments of the present invention may include extracting topological entities from the datasets. Embodiments of the present invention may include correlating a plurality of data from the topological entities. Embodiments of the present invention may include mapping the topological entities. Embodiments of the present invention may include marking entry points for a plurality of subgraphs of the topological entities. Embodiments of the present invention may include constructing a topology graph.
-
公开(公告)号:US11645558B2
公开(公告)日:2023-05-09
申请号:US16869647
申请日:2020-05-08
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor: Qing Wang , Larisa Shwartz , Srinivasan Parthasarathy , Jinho Hwang , Tengfei Ma , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Altynbek Orumbayev , Michal Mýlek , Ota Sandr , Tomá{hacek over (s)} Ondrej
IPC: G06N5/04 , G06N20/00 , G06F16/901
CPC classification number: G06N5/04 , G06F16/9024 , G06N20/00
Abstract: A method, a computer system, and a computer program product for mapping operational records to a topology graph. Embodiments of the present invention may include generating an event frequent pattern using operational records. Embodiments of the present invention may include integrating topology-based event frequent patterns. Embodiments of the present invention may include mapping the operational records with an embedding engine. Embodiments of the present invention may include predicting incident events. Embodiments of the present invention may include receiving labeled patterns to the embedding engine for an active learning cycle.
-
公开(公告)号:US20220083876A1
公开(公告)日:2022-03-17
申请号:US17023679
申请日:2020-09-17
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor: Jinho HWANG , Larisa Shwartz , Srinivasan Parthasarathy , Qing Wang , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Ota Sandr , Tomás Ondrej , Michal Mýlek , Altynbek Orumbayev , Randall M George
Abstract: A method, a computer system, and a computer program product for a shiftleft topology construction is provided. Embodiments of the present invention may include collecting datasets. Embodiments of the present invention may include extracting topological entities from the datasets. Embodiments of the present invention may include correlating a plurality of data from the topological entities. Embodiments of the present invention may include mapping the topological entities. Embodiments of the present invention may include marking entry points for a plurality of subgraphs of the topological entities. Embodiments of the present invention may include constructing a topology graph.
-
公开(公告)号:US11262990B2
公开(公告)日:2022-03-01
申请号:US16882811
申请日:2020-05-26
Applicant: International Business Machines Corporation
Inventor: Srinivasan Parthasarathy , Jinho Hwang , Qing Wang , Larisa Shwartz , Michael Elton Nidd , Frank Bagehorn , Jakub Krchák , Altynbek Orumbayev , Michal Mýlek , Ota Sandr , Tomá{hacek over (s)} Ondrej
IPC: G06F9/44 , G06F8/41 , G06F8/75 , G06F16/245
Abstract: A computer implemented method for identifying an application topology includes identifying a sandbox environment corresponding to an application of interest, analyzing the sandbox environment to identify a set of communication links between services within the sandbox environment indicating a first topology, identifying a production system corresponding to the application of interest, querying the production system to identify a set of structural dependencies indicating a second topology, and creating a complete topology of the cloud application by combining the first topology and the second topology. A computer program product and computer system for identifying an application topology are additionally disclosed herein.
-
-
-
-
-
-
-
-
-