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公开(公告)号:US11789993B2
公开(公告)日:2023-10-17
申请号:US17163883
申请日:2021-02-01
Applicant: SPLUNK Inc.
Inventor: Adam Oliner
IPC: G06F16/00 , G06F16/43 , G06F16/438
CPC classification number: G06F16/43 , G06F16/438
Abstract: Described herein are technologies that facilitate effective use (e.g., indexing and searching) of non-text machine data (e.g., audio/visual data) in an event-based machine-data intake and query system.
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公开(公告)号:US11636311B2
公开(公告)日:2023-04-25
申请号:US16692144
申请日:2019-11-22
Applicant: SPLUNK INC.
Inventor: Adam Oliner , Zidong Yang , Sinduja Sreshta
IPC: G06N3/04 , G06Q10/0637 , G06F16/2453 , G06F40/274
Abstract: Described herein is a technology that facilitates the production of and the use of automated datagens for event-based systems. A datagen (i.e., data-generator or data generation system) is a component, module, or subsystem of computer systems that searches, monitors, and analyzes machine data. Existing datagens are not capable of detecting an anomaly in machine data. An anomaly is a variance in the input data stream that exceeds some acceptable amount of deviation from the norm (i.e., standard, expectation, etc.). An embodiment of datagen, in accordance with the technology described herein, detects anomalies in the input machine data.
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公开(公告)号:US11227208B2
公开(公告)日:2022-01-18
申请号:US15224489
申请日:2016-07-29
Applicant: Splunk, Inc.
Inventor: Adam Oliner , Zidong Yang , Sinduja Sreshta
IPC: G06N3/04 , G06N20/00 , G06Q10/06 , G06F40/274
Abstract: Described herein is a technology that facilitates the production of and the use of automated datagens for event-based. A datagen (i.e., data-generator or data generation system) is a component, module, or subsystem of computer systems that searches, monitors, and analyzes machine data. A datagen produces events that are further processed in various ways for subsequent use (such as searching, monitoring, and analysis).
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14.
公开(公告)号:US10901811B2
公开(公告)日:2021-01-26
申请号:US15665123
申请日:2017-07-31
Applicant: Splunk Inc.
Inventor: Dipock Das , Aungon Nag Radon , Dayanand Pochugari , Adam Oliner
IPC: G06F16/00 , G06F9/54 , G06F16/242 , G06F16/2452 , G06N5/02 , G06N5/04
Abstract: In various embodiments, a natural language (NL) application enables users to more effectively access various data storage systems based on NL requests. As described, the NL application includes functionality for selecting an optimal interpretation algorithm, generating a dashboard, and/or generating an alert based on an NL request. Advantageously, the operations performed by the NL application reduce the amount of time and user effort associated with accessing data storage systems and increase the likelihood of properly addressing NL requests.
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公开(公告)号:US20200320145A1
公开(公告)日:2020-10-08
申请号:US16904168
申请日:2020-06-17
Applicant: SPLUNK Inc.
Inventor: Iman Makaremi , Gyanendra Rana , Iryna Vogler-Ivashchanka , Adam Oliner , Harsh Keswani , Manish Sainani , Alexander Kim
IPC: G06F16/951 , H04L12/24 , H04L29/08 , H04L29/06 , G06F16/2458 , G06F40/30
Abstract: Operational machine components of an information technology (IT) or other microprocessor- or microcontroller-permeated environment generate disparate forms of machine data. Network connections are established between these components and processors of an automatic data intake and query system (DIQS). The DIQS conducts network transactions on a periodic and/or continuous basis with the machine components to receive the disparate data and ingest certain of the data as measurement entries of a DIQS metrics datastore that is searchable for DIQS query processing. The DIQS may receive search queries to process against the received and ingested data via an exposed network interface. In one example embodiment, a query building component conducts a user interface using a network attached client device. The query building component may elicit search criteria via the user interface using a natural language interface, construct a proper query therefrom, and present new information based on results returned from the DIQS.
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16.
公开(公告)号:US10572811B2
公开(公告)日:2020-02-25
申请号:US14609135
申请日:2015-01-29
Applicant: SPLUNK INC.
Inventor: Nghi Nguyen , Jacob Leverich , Adam Oliner
IPC: G06N7/00
Abstract: Methods and systems for determining event probabilities and anomalous events are provided. In one implementation, a method includes: receiving source data, where the source data is configured as a plurality of events with associated timestamps; searching the source data, where the searching provides a search result including N events from the plurality of events, where N is an integer greater than one, where each event of the N events includes a plurality of field values, where at least one event of the N events can include one or more categorical field values and one or more numerical field values; and for an event of the N events, determining a probability of occurrence for each field value of the plurality of field values; and using probabilities determined for the plurality of field values, determining a probability of occurrence for the event.
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公开(公告)号:US10565196B2
公开(公告)日:2020-02-18
申请号:US15663726
申请日:2017-07-29
Applicant: Splunk Inc.
Inventor: Dipock Das , Dayanand Pochugari , Neeraj Verma , Nikesh Padakanti , Aungon Nag Radon , Anand Srinivasabagavathar , Adam Oliner
IPC: G06F16/30 , G06F16/2453 , G06N20/00 , G06F16/248 , G06F16/2452 , G06N5/04 , G06N3/08 , G06N5/02 , G06N20/10
Abstract: In various embodiments, a natural language (NL) application implements functionality that enables users to more effectively access various data storage systems based on NL requests. As described, the operations of the NL application are guided by, at least in part, on one or more templates and/or machine-learning models. Advantageously, the templates and/or machine-learning models provide a flexible framework that may be readily tailored to reduce the amount of time and user effort associated with processing NL requests and to increase the overall accuracy of NL application implementations.
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18.
公开(公告)号:US20190034813A1
公开(公告)日:2019-01-31
申请号:US15663725
申请日:2017-07-29
Applicant: Splunk Inc.
Inventor: Dipock Das , Dayanand Pochugari , Neeraj Verma , Nikesh Padakanti , Aungon Nag Radon , Anand Srinivasabagavathar , Adam Oliner
Abstract: In various embodiments, a natural language (NL) application implements functionality that enables users to more effectively access various data storage systems based on NL requests. As described, the operations of the NL application are guided by, at least in part, on one or more templates and/or machine-learning models. Advantageously, the templates and/or machine-learning models provide a flexible framework that may be readily tailored to reduce the amount of time and user effort associated with processing NL requests and to increase the overall accuracy of NL application implementations.
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公开(公告)号:US11960575B1
公开(公告)日:2024-04-16
申请号:US17975122
申请日:2022-10-27
Applicant: Splunk Inc.
Inventor: Manish Sainani , Sergey Slepian , Di Lu , Adam Oliner , Jacob Leverich , Iryna Vogler-Ivashchanka , Iman Makaremi
IPC: G06F7/00 , G06F16/2458 , G06F18/21 , G06F18/25 , G06F18/40 , G06N5/025 , G06N20/00 , G06V10/94 , G06V40/12 , G06F9/455
CPC classification number: G06F18/251 , G06F16/2465 , G06F18/217 , G06F18/40 , G06N5/025 , G06N20/00 , G06V10/95 , G06V40/1347 , G06F9/455 , G06F2216/03
Abstract: Embodiments of the present invention are directed to facilitating data preprocessing for machine learning. In accordance with aspects of the present disclosure, a training set of data is accessed. A preprocessing query specifying a set of preprocessing parameter values that indicate a manner in which to preprocess the training set of data is received. Based on the preprocessing query, a preprocessing operation is performed to preprocess the training set of data in accordance with the set of preprocessing parameter values to obtain a set of preprocessed data. The set of preprocessed data can be provided for presentation as a preview. Based on an acceptance of the set of preprocessed data, the set of preprocessed data is used to train a machine learning model that can be subsequently used to predict data.
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公开(公告)号:US11928242B2
公开(公告)日:2024-03-12
申请号:US17128522
申请日:2020-12-21
Applicant: SPLUNK Inc.
Inventor: Adam Oliner , Nghi Nguyen
IPC: G06F21/62 , G06F16/2458
CPC classification number: G06F21/6254 , G06F16/2477
Abstract: Implementations include receiving a user provided example value of personally identifiable information (PII). Occurrences of the received example value are automatically identified in a dataset of events, wherein each occurrence is identified in a portion of raw machine data of a respective event of the events. For each occurrence of the identified occurrences, an extraction rule is generated, which defines a pattern of the occurrence of the example value and is executable to identify PII values in portions of raw machine data of the events using the pattern. Values of the PII are identified in a set of events using a set of extraction rules comprising the extraction rule of a plurality of the occurrences.
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