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1.
公开(公告)号:US12014283B2
公开(公告)日:2024-06-18
申请号:US15610388
申请日:2017-05-31
Applicant: Oracle International Corporation
Inventor: Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Sreeji Das , Harish Akali , Hari Krishna Galla
IPC: G06N5/04 , G06F3/0481 , G06F3/0482 , G06F3/04847 , G06F16/28 , G06F16/335 , G06F16/338 , G06F16/35 , G06F40/205 , G06Q10/0633 , H04L41/12 , H04L43/045 , H04L43/067 , G06N20/00
CPC classification number: G06N5/04 , G06F3/0481 , G06F3/0482 , G06F3/04847 , G06F16/285 , G06F16/335 , G06F16/338 , G06F16/35 , G06F40/205 , G06Q10/0633 , H04L41/12 , H04L43/045 , H04L43/067 , G06N20/00
Abstract: The present disclosure relates to identifying process flows from log sources (e.g., log files), and generating visual representations (e.g., flow diagrams, Sankey diagrams, etc.) of the identified process flows. In addition, the present disclosure relates to clustering of tree structures based on the shape of the tree structure using one or more hashing algorithms. The present disclosure also relates to a user interface that presents a query builder for efficiently querying a log analytics system for tree structures that satisfy a user-defined range.
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2.
公开(公告)号:US11983639B2
公开(公告)日:2024-05-14
申请号:US15610200
申请日:2017-05-31
Applicant: Oracle International Corporation
Inventor: Sreeji Das , Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Harish Akali , Hari Krishna Galla
IPC: G06N5/04 , G06F3/0481 , G06F3/0482 , G06F3/04847 , G06F16/28 , G06F16/335 , G06F16/338 , G06F16/35 , G06F40/205 , G06Q10/0633 , H04L41/12 , H04L43/045 , H04L43/067 , G06N20/00
CPC classification number: G06N5/04 , G06F3/0481 , G06F3/0482 , G06F3/04847 , G06F16/285 , G06F16/335 , G06F16/338 , G06F16/35 , G06F40/205 , G06Q10/0633 , H04L41/12 , H04L43/045 , H04L43/067 , G06N20/00
Abstract: The present disclosure relates to identifying process flows from log sources (e.g., log files), and generating visual representations (e.g., flow diagrams, Sankey diagrams, etc.) of the identified process flows. In addition, the present disclosure relates to clustering of tree structures based on the shape of the tree structure using one or more hashing algorithms. The present disclosure also relates to a user interface that presents a query builder for efficiently querying a log analytics system for tree structures that satisfy a user-defined range.
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公开(公告)号:US10713271B2
公开(公告)日:2020-07-14
申请号:US15888890
申请日:2018-02-05
Applicant: Oracle International Corporation
Inventor: Sreeji Das , Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Harish Akali , Adrienne Wong
IPC: G06F16/00 , G06F16/248 , G06F16/28 , G06F16/951 , G06F16/2458 , G06F11/34 , G06F17/40 , G06F40/205
Abstract: The present disclosure relates to querying log messages stored at log endpoints (e.g., log cores) using query strings that reference virtual fields, and generating log field views presenting aggregate information for groups of log messages that are grouped based on criteria defined in the query string.
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4.
公开(公告)号:US20180232425A1
公开(公告)日:2018-08-16
申请号:US15888890
申请日:2018-02-05
Applicant: Oracle International Corporation
Inventor: Sreeji Das , Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Harish Akali , Adrienne Wong
Abstract: The present disclosure relates to querying log messages stored at log endpoints (e.g., log cores) using query strings that reference virtual fields, and generating log field views presenting aggregate information for groups of log messages that are grouped based on criteria defined in the query string.
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公开(公告)号:US20180101423A1
公开(公告)日:2018-04-12
申请号:US15416571
申请日:2017-01-26
Applicant: ORACLE INTERNATIONAL CORPORATION
Inventor: Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Sreeji Das , Harish Akali
CPC classification number: G06F9/546 , G06F3/0482 , G06F16/285 , G06F16/338 , G06F16/358 , H04L41/069
Abstract: Some embodiments relate to assigning individual log messages to clusters. An initial cluster assignment may be performed by applying a hash function to one or more non-variable components of the message to generate an initial cluster identifier. Subsequently, clustering may be further refined (e.g., by determining whether to merge clusters based on similarity values). An interface can present a representative message of each cluster and indicate which portions of the message correspond to a variable component. Particular inputs detected at the input corresponding to one of these components can cause other values for the component to be presented. For a given cluster, timestamps of assigned messages can be used to generate a time series, which can facilitate grouping of clusters (with similar or complementary shapes) and/or triggering alerts (with a condition corresponding to a temporal aspect).
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公开(公告)号:US10353756B2
公开(公告)日:2019-07-16
申请号:US15416571
申请日:2017-01-26
Applicant: ORACLE INTERNATIONAL CORPORATION
Inventor: Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Sreeji Das , Harish Akali
IPC: G06F9/54 , G06F16/28 , G06F16/338 , G06F16/35 , H04L12/24 , G06F3/0482
Abstract: Some embodiments relate to assigning individual log messages to clusters. An initial cluster assignment may be performed by applying a hash function to one or more non-variable components of the message to generate an initial cluster identifier. Subsequently, clustering may be further refined (e.g., by determining whether to merge clusters based on similarity values). An interface can present a representative message of each cluster and indicate which portions of the message correspond to a variable component. Particular inputs detected at the input corresponding to one of these components can cause other values for the component to be presented. For a given cluster, timestamps of assigned messages can be used to generate a time series, which can facilitate grouping of clusters (with similar or complementary shapes) and/or triggering alerts (with a condition corresponding to a temporal aspect).
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7.
公开(公告)号:US20180114126A1
公开(公告)日:2018-04-26
申请号:US15610200
申请日:2017-05-31
Applicant: Oracle International Corporation
Inventor: Sreeji Das , Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Harish Akali , Hari Krishna Galla
IPC: G06N5/04 , H04L12/26 , G06N99/00 , G06F17/30 , G06F3/0481
CPC classification number: G06N5/04 , G06F3/0481 , G06F3/0482 , G06F3/04847 , G06F16/285 , G06F16/335 , G06F16/338 , G06F16/35 , G06F17/2705 , G06N20/00 , G06Q10/0633 , H04L41/12 , H04L43/045 , H04L43/067
Abstract: The present disclosure relates to identifying process flows from log sources (e.g., log files), and generating visual representations (e.g., flow diagrams, Sankey diagrams, etc.) of the identified process flows. In addition, the present disclosure relates to clustering of tree structures based on the shape of the tree structure using one or more hashing algorithms. The present disclosure also relates to a user interface that presents a query builder for efficiently querying a log analytics system for tree structures that satisfy a user-defined range.
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8.
公开(公告)号:US20180113578A1
公开(公告)日:2018-04-26
申请号:US15610388
申请日:2017-05-31
Applicant: Oracle International Corporation
Inventor: Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Sreeji Das , Harish Akali , Hari Krishna Galla
IPC: G06F3/0482 , G06F17/30 , G06F3/0484 , G06F17/27
CPC classification number: G06N5/04 , G06F3/0481 , G06F3/0482 , G06F3/04847 , G06F16/285 , G06F16/335 , G06F16/338 , G06F16/35 , G06F17/2705 , G06N20/00 , G06Q10/0633 , H04L41/12 , H04L43/045 , H04L43/067
Abstract: The present disclosure relates to identifying process flows from log sources (e.g., log files), and generating visual representations (e.g., flow diagrams, Sankey diagrams, etc.) of the identified process flows. In addition, the present disclosure relates to clustering of tree structures based on the shape of the tree structure using one or more hashing algorithms. The present disclosure also relates to a user interface that presents a query builder for efficiently querying a log analytics system for tree structures that satisfy a user-defined range.
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公开(公告)号:US20180102938A1
公开(公告)日:2018-04-12
申请号:US15416868
申请日:2017-01-26
Applicant: ORACLE INTERNATIONAL CORPORATION
Inventor: Jae Young Yoon , Dhileeban Kumaresan , Venktesh Alvenkar , Sreeji Das , Harish Akali
IPC: H04L12/24
CPC classification number: G06F16/358 , G06F3/0482 , G06F11/30 , G06F16/285 , G06F16/338 , H04L41/069
Abstract: Some embodiments relate to assigning individual log messages to clusters. An initial cluster assignment may be performed by applying a hash function to one or more non-variable components of the message to generate an initial cluster identifier. Subsequently, clustering may be further refined (e.g., by determining whether to merge clusters based on similarity values). An interface can present a representative message of each cluster and indicate which portions of the message correspond to a variable component. Particular inputs detected at the input corresponding to one of these components can cause other values for the component to be presented. For a given cluster, timestamps of assigned messages can be used to generate a time series, which can facilitate grouping of clusters (with similar or complementary shapes) and/or triggering alerts (with a condition corresponding to a temporal aspect).
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公开(公告)号:US10891297B2
公开(公告)日:2021-01-12
申请号:US15089129
申请日:2016-04-01
Applicant: ORACLE INTERNATIONAL CORPORATION
Inventor: Shushuai Zhu , Harish Akali , Jerry Russell , Haobo He , Gaylen Royal , Wyn Owen
IPC: G06F17/30 , G06F3/0484 , G06F16/248 , G06F16/84 , G06F16/35 , G06F16/2455 , G06F16/22 , G06N20/00 , H04L12/24 , G06F11/00 , G06F16/21 , G06F11/07 , G06F11/30 , G06F40/16 , G06F40/205 , H04L12/26 , G06F9/445 , G06F9/54
Abstract: Disclosed is a system, method, and computer program product for implementing a log analytics method and system that can configure, collect, and analyze log records in an efficient manner. In addition, a method and system is provided for implementing collection-wise processing within a log analytics system.
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