Anomaly detection for network devices using intent-based analytics

    公开(公告)号:US12289226B2

    公开(公告)日:2025-04-29

    申请号:US18003300

    申请日:2022-06-22

    Abstract: A controller device includes one or more processors and a memory for storing instructions that, when executed, cause the one or more processors to receive, from a set of network devices in a network, a time series of telemetry data; determine, using telemetry data, a threshold for a parameter of a network device of the set of network devices; in response to reception of an indication that an instant value for the parameter does not satisfy the determined threshold for the parameter, determine that an anomaly has occurred at the network device; in response to the determination, generate a user interface having first data for a first time period that occurs before the anomaly, second data for a second time period corresponding to when the anomaly occurs in the network, and third data for a third time period that occurs after the anomaly.

    Intent graph model generation using difference information

    公开(公告)号:US12259927B1

    公开(公告)日:2025-03-25

    申请号:US18543813

    申请日:2023-12-18

    Abstract: A system includes computer-readable media configured to store a plurality of objects representing intent graph models of a network, and processing circuitry coupled to the computer-readable media. The processing circuitry is configured to receive a request indicating a requested time, determine one or more first objects of the plurality of objects, the first objects storing an intent graph model associated with a first time, the first time different from the requested time, determine one or more second objects of the plurality of objects, the second objects storing difference information indicating one or more changes to the intent graph model associated with the first time that occurred after the first time, apply the changes to the intent graph model associated with the first time to generate an intent graph model associated with the requested time, and output an indication of the intent graph model associated with the requested time.

    Predictive pipeline analytics for a network management system

    公开(公告)号:US11582099B1

    公开(公告)日:2023-02-14

    申请号:US17657519

    申请日:2022-03-31

    Abstract: A controller device includes a memory and one or more processors coupled to the memory. The memory stores instructions that, when executed, cause the one or more processors to receive a query indicating a first time and a network service, determine a first set of configuration elements using telemetry data associated with the first time and the network service, and determine a second set of configuration elements using an intent model. The instructions further cause the one or more processors to determine one or more first metrics that occur at the first time using the first set of configuration elements and the second set of configuration elements, determine one or more second metrics at a second time using telemetry data received from the plurality of network devices, and generate data representing a user interface presenting the one or more first metrics and the one or more second metrics.

    ANOMALY DETECTION FOR NETWORK DEVICES USING INTENT-BASED ANALYTICS

    公开(公告)号:US20240275707A1

    公开(公告)日:2024-08-15

    申请号:US18003300

    申请日:2022-06-22

    CPC classification number: H04L43/50 H04L41/22 H04L43/062

    Abstract: A controller device includes one or more processors and a memory for storing instructions that, when executed, cause the one or more processors to receive, from a set of network devices in a network, a time series of telemetry data; determine, using telemetry data, a threshold for a parameter of a network device of the set of network devices; in response to reception of an indication that an instant value for the parameter does not satisfy the determined threshold for the parameter, determine that an anomaly has occurred at the network device; in response to the determination, generate a user interface having first data for a first time period that occurs before the anomaly, second data for a second time period corresponding to when the anomaly occurs in the network, and third data for a third time period that occurs after the anomaly.

    Predictive pipeline analytics for a network management system

    公开(公告)号:US11539586B1

    公开(公告)日:2022-12-27

    申请号:US17657519

    申请日:2022-03-31

    Abstract: A controller device includes a memory and one or more processors coupled to the memory. The memory stores instructions that, when executed, cause the one or more processors to receive a query indicating a first time and a network service, determine a first set of configuration elements using telemetry data associated with the first time and the network service, and determine a second set of configuration elements using an intent model. The instructions further cause the one or more processors to determine one or more first metrics that occur at the first time using the first set of configuration elements and the second set of configuration elements, determine one or more second metrics at a second time using telemetry data received from the plurality of network devices, and generate data representing a user interface presenting the one or more first metrics and the one or more second metrics.

    PREDICTIVE PIPELINE ANALYTICS FOR A NETWORK MANAGEMENT SYSTEM

    公开(公告)号:US20230318917A1

    公开(公告)日:2023-10-05

    申请号:US18059179

    申请日:2022-11-28

    CPC classification number: H04L41/0816 H04L41/0853 H04L41/12

    Abstract: A controller device includes a memory and one or more processors coupled to the memory. The memory stores instructions that, when executed, cause the one or more processors to receive a query indicating a first time and a network service, determine a first set of configuration elements using telemetry data associated with the first time and the network service, and determine a second set of configuration elements using an intent model. The instructions further cause the one or more processors to determine one or more first metrics that occur at the first time using the first set of configuration elements and the second set of configuration elements, determine one or more second metrics at a second time using telemetry data received from the plurality of network devices, and generate data representing a user interface presenting the one or more first metrics and the one or more second metrics.

    QUERY MECHANISM FOR A NETWORK MANAGEMENT SYSTEM

    公开(公告)号:US20240223467A1

    公开(公告)日:2024-07-04

    申请号:US18185326

    申请日:2023-03-16

    CPC classification number: H04L41/20 G06F16/9024 G06F16/90335 H04L41/40

    Abstract: A system comprising one or more processors configured to receive a query indicating one or more of filtering information, sorting information, or joining information and retrieve, from a first datastore, an intent graph for a network, wherein the intent graph comprises nodes representing components of the network and edges representing connections between the components. The one or more processors being further configured to select a subset of a plurality of network devices of the network based on the query and the intent graph retrieved from the first datastore and retrieve, from a second datastore, data received from the plurality of network devices of the network. The one or more processors being further configured to determine a response to the query based on the selected subset of the plurality of network devices and the data retrieved from the second datastore and output the response to the query.

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