公开(公告)号：US11841853B2

公开(公告)日：2023-12-12

申请号：US17201338

申请日：2021-03-15

Applicant: SPLUNK Inc.

Inventor： Kristal Lyn Curtis ,  Archana Sulochana Ganapathi ,  Adam Oliner ,  Steve Yu Zhang

IPC: G06F16/24 ,  G06F16/242 ,  G06F16/25 ,  G06F16/31 ,  G06F16/907

CPC classification number: G06F16/2443 ,  G06F16/25 ,  G06F16/313 ,  G06F16/907

Abstract: Embodiments of the present invention are directed to identifying related data, in particular, data associated with different source types. In embodiments, a first source type related to a second source type associated with a search query is identified. Field set pairs are identified from a first data set associated with the first source type and a second data set associated with the second source type. Each field set pair can include one field set associated with the first source type and another field set associated with the second source type. For each field set pair, an extent of similarity is determined between the corresponding field sets. Based on the extent of similarities between the corresponding field sets, at least one pair of related field sets is identified. An indication of the at least one pair of related field sets is provided, for example, for presentation to a user.

公开(公告)号：US11593443B1

公开(公告)日：2023-02-28

申请号：US17449545

申请日：2021-09-30

Applicant: SPLUNK INC.

Inventor： Iman Makaremi ,  Gyanendra Rana ,  Iryna Vogler-Ivashchanka ,  Adam Oliner ,  Harsh Keswani ,  Manish Sainani ,  Alexander Kim

IPC: H04L41/069 ,  H04L67/141 ,  H04L41/0686 ,  G06F16/951 ,  G06F16/2458 ,  G06F40/30 ,  H04L67/01

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.

公开(公告)号：US11537951B2

公开(公告)日：2022-12-27

申请号：US17146339

申请日：2021-01-11

Applicant: SPLUNK INC.

Inventor： Lin Ma ,  Jacob Leverich ,  Adam Oliner ,  Alex Cruise ,  Hongyang Zhang

IPC: G06F7/08 ,  G06N20/00 ,  H04L67/10 ,  H04L9/40 ,  G06F16/28 ,  G06F16/951 ,  G06F16/2455 ,  G06F16/903 ,  H04L41/14

Abstract: Embodiments of the present invention are directed to facilitating distributed data processing for machine learning. In accordance with aspects of the present disclosure, a set of commands in a query to process at an external computing service is identified. For each command in the set of commands, at least one compute unit including at least one operation to perform at the external computing service is identified. Each of the at least one compute unit associated with each command is analyzed to identify an optimized manner in which to execute the set of commands at the external computing service. An indication of the optimized manner in which to execute the set of commands and a corresponding set of data is provided to the external computing service to utilize for executing the set of commands at the external computing service.

公开(公告)号：US11188600B2

公开(公告)日：2021-11-30

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 ,  H04L29/06 ,  H04L29/08 ,  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.

公开(公告)号：US11170016B2

公开(公告)日：2021-11-09

申请号：US15663723

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: G06F16/248 ,  G06N3/08 ,  G06F16/2452 ,  G06F16/242 ,  G06N20/10 ,  G06N5/02 ,  G06N5/04

Abstract: A natural language (NL) application implements functionality that enables users to more effectively access various data storage systems based on NL requests. 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.

公开(公告)号：US11100172B2

公开(公告)日：2021-08-24

申请号：US16050616

申请日：2018-07-31

Applicant: SPLUNK INC.

Inventor： Kristal Lyn Curtis ,  Archana Sulochana Ganapathi ,  Adam Oliner ,  Steve Yu Zhang

IPC: G06F16/00 ,  G06F16/903 ,  G06F3/0482 ,  G06N5/02 ,  G06F16/907

Abstract: Embodiments of the present invention are directed to identifying and providing related data field sets. In one embodiment, a first portion of a graphical user interface (GUI) configured to receive a search query is displayed. The GUI enables user interaction to specify a source type in association with the search query. In accordance with a first source type specified in the search query, a first field set associated with the first source type is identified as related to a second field set associated with a second source type. A second portion of the GUI is displayed that includes a relationship indication that indicates the first field set associated with the first source type is related to the second field set associated with a second source type. Further, a third portion of the GUI is displayed that includes an explanation or recommendation associated with the relationship indication.

公开(公告)号：US20210200755A1

公开(公告)日：2021-07-01

申请号：US17201338

申请日：2021-03-15

Applicant: SPLUNK Inc.

Inventor： Kristal Lyn Curtis ,  Archana Sulochana Ganapathi ,  Adam Oliner ,  Steve Yu Zhang

IPC: G06F16/242 ,  G06F16/25 ,  G06F16/31 ,  G06F16/907

Abstract: Embodiments of the present invention are directed to identifying related data, in particular, data associated with different source types. In embodiments, a first source type related to a second source type associated with a search query is identified. Field set pairs are identified from a first data set associated with the first source type and a second data set associated with the second source type. Each field set pair can include one field set associated with the first source type and another field set associated with the second source type. For each field set pair, an extent of similarity is determined between the corresponding field sets. Based on the extent of similarities between the corresponding field sets, at least one pair of related field sets is identified. An indication of the at least one pair of related field sets is provided, for example, for presentation to a user.

公开(公告)号：US20210004651A1

公开(公告)日：2021-01-07

申请号：US17029365

申请日：2020-09-23

Applicant: SPLUNK INC.

Inventor： Manish Sainani ,  Sergey Slepian ,  Di Lu ,  Adam Oliner ,  Jacob Leverich ,  Iryna Vogler-Ivashchanka ,  Iman Makaremi

IPC: G06K9/62 ,  G06K9/00 ,  G06N20/00 ,  G06F16/2458 ,  G06N5/02

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.

公开(公告)号：US10817757B2

公开(公告)日：2020-10-27

申请号：US15665224

申请日：2017-07-31

Applicant: Splunk Inc.

Inventor： Manish Sainani ,  Sergey Slepian ,  Di Lu ,  Adam Oliner ,  Jacob Leverich ,  Iryna Vogler-Ivashchanka ,  Iman Makaremi

IPC: G06F7/00 ,  G06K9/62 ,  G06K9/00 ,  G06N20/00 ,  G06F16/2458 ,  G06N5/02 ,  G06F9/455

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.

公开(公告)号：US10713269B2

公开(公告)日：2020-07-14

申请号：US15663721

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: G06F16/00 ,  G06F16/248 ,  G06N3/08 ,  G06F16/242 ,  G06F16/2452 ,  G06N5/02 ,  G06N5/04 ,  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.