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公开(公告)号:US12238069B2
公开(公告)日:2025-02-25
申请号:US18472111
申请日:2023-09-21
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Rahul Gupta , Ganesh Byagoti Matad Sunkada , Tarun Banka , Thayumanavan Sridhar , Raj Yavatkar
IPC: H04L9/40 , G06N5/022 , G06N20/20 , H04L41/14 , H04L41/16 , H04L41/5009 , H04L43/0811 , H04L43/0888
Abstract: Example systems, methods, and storage media are described. An example network system includes processing circuitry and one or more memories coupled to the processing circuitry. The one or more memories are configured to store instructions which, when executed by the processing circuitry, cause the network system to obtain telemetry data. The instructions cause the network system to determine, based on the telemetry data, that an application running on server processing circuitry does not meet at least one service level agreement (SLA) requirement, the server processing circuitry not including processing circuitry resident on a network interface card (NIC). The instructions cause the network system to, based on the application not meeting the at least one SLA requirement, determine to offload at least one component of the application from the server processing circuitry to the processing circuitry resident on the NIC.
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公开(公告)号:US20240403139A1
公开(公告)日:2024-12-05
申请号:US18325760
申请日:2023-05-30
Applicant: Juniper Networks, Inc.
Inventor: Tarun Banka , Thayumanavan Sridhar , Raj Yavatkar
IPC: G06F9/50 , H04L41/5025 , H04L43/08
Abstract: In general, techniques are described for deploying workloads of containerized services to worker nodes in a network using network telemetry-aware scheduling. In an example, a method comprises establishing, by a computing system, an application performance baseline for an application based on application performance data and network telemetry data; based on determining that application performance has degraded from the application performance baseline, identifying, by the computing system, a correlation between a placement of a workload of the application to a first worker node of a plurality of worker nodes and the application performance data; and based on identifying the correlation, re-scheduling, by the computing system, the workload to a second worker node of the plurality of worker nodes.
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公开(公告)号:US12099427B2
公开(公告)日:2024-09-24
申请号:US17810178
申请日:2022-06-30
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Ganesh Byagoti Matad Sunkada , Thayumanavan Sridhar , Thiraviya Eswaran , Raj Yavatkar
IPC: H04L43/08 , G06F11/32 , G06F11/34 , H04L41/0604 , H04L41/0681 , H04L41/16 , H04L43/024 , H04L43/04
CPC classification number: G06F11/3409 , G06F11/327 , H04L41/0604 , H04L41/0609 , H04L41/0681 , H04L41/16 , H04L43/024 , H04L43/04 , H04L43/08
Abstract: A performance monitoring system includes a metric collector configured to receive, via metric exporters, telemetry data comprising metrics related to a network of computing devices. A metric time series database stores related metrics. An alert rule evaluator service is configured to evaluate rules using stored metrics. The performance monitoring system may include a machine learning module and is configured to determine optimized metric collection sampling intervals and rule evaluation intervals, and to automatically determine recommended alert rules.
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公开(公告)号:US20240275846A1
公开(公告)日:2024-08-15
申请号:US18640970
申请日:2024-04-19
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Ganesh Byagoti Matad Sunkada , Thayumanavan Sridhar , Rajasree Krishnamoorthy , Raj Yavatkar , Jit Gupta , Krishna Kant
IPC: H04L67/1008 , H04L41/16
CPC classification number: H04L67/1008 , H04L41/16
Abstract: An example method comprises determining, by an edge services controller, based on a respective predicted resource utilization value for each of a plurality of servers, a corresponding server weight for each of the plurality of servers; the plurality of servers comprising respective network interface cards (NICs), wherein each NIC of the plurality of NICs comprises an embedded switch and a processing unit coupled to the embedded switch; determining, by the edge services controller, based on a respective predicted resource utilization value for each of a plurality of services, a corresponding application weight for each of the plurality of services; and scheduling, by the edge services controller, based on the respective server weight for a server of the plurality of servers and the respective application weight for the service, a service of the plurality of services on the server.
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公开(公告)号:US12007865B2
公开(公告)日:2024-06-11
申请号:US17810167
申请日:2022-06-30
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Ganesh Byagoti Matad Sunkada , Prashanth K , Thayumanavan Sridhar , Raj Yavatkar
IPC: G06F11/34 , G06F11/32 , H04L41/0604 , H04L41/0681 , H04L41/16 , H04L43/024 , H04L43/04 , H04L43/08
CPC classification number: G06F11/3409 , G06F11/327 , H04L41/0604 , H04L41/0609 , H04L41/0681 , H04L41/16 , H04L43/024 , H04L43/04 , H04L43/08
Abstract: A performance monitoring system includes a metric collector configured to receive, via metric exporters, telemetry data comprising metrics related to a network of computing devices. A metric time series database stores related metrics. An alert rule evaluator service is configured to evaluate rules using stored metrics. The performance monitoring system may include a machine learning module and is configured to determine optimized metric collection sampling intervals and rule evaluation intervals, and to automatically determine recommended alert rules.
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公开(公告)号:US20240179121A1
公开(公告)日:2024-05-30
申请号:US18472123
申请日:2023-09-21
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Rahul Gupta , Ganesh Byagoti Matad Sunkada , Tarun Banka , Thayumanavan Sridhar , Raj Yavatkar
CPC classification number: H04L63/0236 , H04L41/16
Abstract: Example systems, methods, and storage media are described. An example network system includes processing circuitry and one or more memories coupled to the processing circuitry. The one or more memories are configured to store instructions which, when executed by the processing circuitry, cause the network system to obtain telemetry data, the telemetry data including flow processing data associated with a plurality of flows. The instructions cause the network system to rank the plurality of flows indicated by the telemetry data according to importance. The instructions cause the network system to send information indicative of a respective rank of at least one of the plurality of flows to at least one of a controller or a network interface card (NIC), the NIC comprising NIC processing circuitry.
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公开(公告)号:US11968251B1
公开(公告)日:2024-04-23
申请号:US18064803
申请日:2022-12-12
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Ganesh Byagoti Matad Sunkada , Thayumanavan Sridhar , Rajasree Krishnamoorthy , Raj Yavatkar , Jit Gupta , Krishna Kant
IPC: H04L67/1008 , H04L41/16
CPC classification number: H04L67/1008 , H04L41/16
Abstract: An example method comprises determining, by an edge services controller, based on a respective predicted resource utilization value for each of a plurality of servers, a corresponding server weight for each of the plurality of servers; the plurality of servers comprising respective network interface cards (NICs), wherein each NIC of the plurality of NICs comprises an embedded switch and a processing unit coupled to the embedded switch; determining, by the edge services controller, based on a respective predicted resource utilization value for each of a plurality of services, a corresponding application weight for each of the plurality of services; and scheduling, by the edge services controller, based on the respective server weight for a server of the plurality of servers and the respective application weight for the service, a service of the plurality of services on the server.
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公开(公告)号:US20240007342A1
公开(公告)日:2024-01-04
申请号:US18345422
申请日:2023-06-30
Applicant: Juniper Networks, Inc.
Inventor: Rahul Gupta , Tarun Banka , Mithun Chakaravarrti Dharmaraj , Thayumanavan Sridhar , Raj Yavatkar
IPC: H04L41/0631 , H04L41/16
CPC classification number: H04L41/0631 , H04L41/16
Abstract: A computing system comprising a memory and processing circuitry may perform the techniques. The memory may store time series data comprising measurements of one or more performance indicators. The processing circuitry may determine, based on the time series data, an anomaly in the performance of the network system, and create, based on the time series data, a knowledge graph. The processing circuitry may determine, in response to detecting the anomaly, and based on the knowledge graph and a machine learning (ML) model trained with previous time series data, a causality graph. The processing circuitry may determine a weighting for each edge in the causality graph, determine, based on the edges in the causality graph, a candidate root cause associated with the anomalies, and determine a ranking of the candidate root cause based on the weighting. The analysis framework system may output at least a portion of the ranking.
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公开(公告)号:US20230020114A1
公开(公告)日:2023-01-19
申请号:US17809507
申请日:2022-06-28
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Kiran K N , Yuvaraja Mariappan , Thayumanavan Sridhar , Raj Yavatkar , Vikram Singh
Abstract: An example method comprises, receiving resource availability values from the plurality of Network Interface Cards (NICs); determining a data path for data packets of a flow transported using a protocol from a source NIC to a destination NIC via a NIC set that comprises at least one NIC, wherein: the plurality of NICs comprises the source NIC, the destination NIC, and the NIC set, and determining the data path comprises selecting the NIC set based on the resource availability values; and transmitting, to the source NIC and to each NIC in the NIC set, data path data to cause the source NIC and each NIC in the NIC set to identify the data packets of the flow using an identifier of the protocol and to transmit the data packets of the flow from the source NIC to the destination NIC via the data path.
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公开(公告)号:US20230012308A1
公开(公告)日:2023-01-12
申请号:US17809496
申请日:2022-06-28
Applicant: Juniper Networks, Inc.
Inventor: Raja Kommula , Thayumanavan Sridhar , Yuvaraja Mariappan , Kiran K N , Raj Yavatkar , Dilip Sundarraj
IPC: H04L45/12 , H04L45/302 , H04L45/02 , H04L47/78 , H04L47/70
Abstract: A system comprises an edge services controller configured to: compute, based on a physical topology of physical links that connect a plurality of network interface cards (NICs) that comprise embedded switches and processing units coupled to the embedded switches, a virtual topology comprising a strict subset of the physical links; and program the virtual topology into the respective processing units of the NICs to cause the processing units of the NICs to send data packets via physical links in the strict subset of the physical links.
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