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公开(公告)号:US11644882B2
公开(公告)日:2023-05-09
申请号:US17337107
申请日:2021-06-02
Applicant: Hewlett Packard Enterprise Development LP
Inventor: Harumi Kuno , Alan Davis , Torsten Wilde , Daniel William Dauwe , Duncan Roweth , Ryan Dean Menhusen , Sergey Serebryakov , John L. Byrne , Vipin Kumar Kukkala , Sai Rahul Chalamalasetti
IPC: G06F1/3206 , G06F1/30 , H02J3/00 , G06F1/18
CPC classification number: G06F1/305 , G06F1/188 , G06F1/3206 , H02J3/003
Abstract: One embodiment provides a system and method for predicting network power usage associated with workloads. During operation, the system configures a simulator to simulate operations of a plurality of network components, which comprises embedding one or more event counters in each simulated network component. A respective event counter is configured to count a number of network-power-related events. The system collects, based on values of the event counters, network-power-related performance data associated with one or more sample workloads applied to the simulator; and trains a machine-learning model with the collected network-power-related performance data and characteristics of the sample workloads as training data 1, thereby facilitating prediction of network-power-related performance associated with a to-be-evaluated workload.
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公开(公告)号:US11307627B2
公开(公告)日:2022-04-19
申请号:US16863217
申请日:2020-04-30
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Torsten Wilde , Andy Warner , Steven Dean , Steven Martin , Pat Donlin
IPC: G06F1/26 , G06F1/3203 , G06F1/30 , H04L41/0833 , G06Q50/06 , G06F9/50 , G06F1/3287
Abstract: Systems and methods described herein make previously stranded power capacity (power that is provisioned for a data center according to a computing system's nameplate power consumption but is currently not useable) available to the data center. Systems described herein generate empirical power profiles that specify expected upper bounds for the power consumption levels that applications trigger. Using the upper bounds for application power-consumption levels, a computing system described herein can reliably release part of its provisioned nameplate power for other systems or data center consumers, reducing the amount of stranded power in a data center. The method described herein avoids performance penalties for most jobs by using sensor measurements made at a rapid rate explained herein to ensure that a system power cap based on running application's measured peak power consumption is reliable with reference to the power capacitance inherent in the computing system.
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公开(公告)号:US12007738B2
公开(公告)日:2024-06-11
申请号:US17215238
申请日:2021-03-29
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Torsten Wilde , Jeffrey C. Hanson , Aamir Arshad Rashid , Michael McKay
IPC: G05B19/042 , G06F16/16 , H04L67/12
CPC classification number: G05B19/0428 , G06F16/164 , H04L67/12 , G05B2219/24015 , G05B2219/25068
Abstract: In some examples, a controller dynamically configures a property associated with monitoring performed by an agent. The controller stores, in a repository, metadata relating to the agent. The controller receives, from the agent, first sensor data that excludes the metadata, and uses indexing information in the first sensor data to retrieve the metadata from the repository.
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公开(公告)号:US12001256B2
公开(公告)日:2024-06-04
申请号:US17195864
申请日:2021-03-09
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Torsten Wilde , Christian Simmendinger , Tobias W. W. Schiffmann
IPC: G06F9/50 , G06F1/3203 , G06F9/48 , G06N20/00
CPC classification number: G06F1/3203 , G06F9/4893 , G06F9/5027 , G06N20/00 , G06F2209/501
Abstract: A technique includes an agent executing on a plurality of nodes while a job is being concurrently executed by the plurality of nodes. The plurality of nodes is power-capped by an existing node power consumption budget. The technique includes managing power consumption of the plurality of nodes. The managing includes the agent determining a performance footprint that is associated with execution of the job; and the managing includes the agent determining a second node power consumption budget based on the performance footprint. The second node power consumption budget is different than the existing node power consumption budget. The managing includes the agent providing a power consumption request to a global power dispatcher to set a new node power consumption budget for the plurality of nodes.
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公开(公告)号:US20220390999A1
公开(公告)日:2022-12-08
申请号:US17337107
申请日:2021-06-02
Applicant: Hewlett Packard Enterprise Development LP
Inventor: Harumi Kuno , Alan Davis , Torsten Wilde , Daniel William Dauwe , Duncan Roweth , Ryan Dean Menhusen , Sergey Serebryakov , John L. Byrne , Vipin Kumar Kukkala , Sai Rahul Chalamalasetti
IPC: G06F1/30 , G06F1/3206 , G06F1/18 , H02J3/00
Abstract: One embodiment provides a system and method for predicting network power usage associated with workloads. During operation, the system configures a simulator to simulate operations of a plurality of network components, which comprises embedding one or more event counters in each simulated network component. A respective event counter is configured to count a number of network-power-related events. The system collects, based on values of the event counters, network-power-related performance data associated with one or more sample workloads applied to the simulator; and trains a machine-learning model with the collected network-power-related performance data and characteristics of the sample workloads as training data 1, thereby facilitating prediction of network-power-related performance associated with a to-be-evaluated workload.
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公开(公告)号:US20240306352A1
公开(公告)日:2024-09-12
申请号:US18180390
申请日:2023-03-08
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Torsten Wilde , Rob J. Rongstad , Peter A. Hansen , Robert E. Mascia , Steven J. Martin , Steven J. Dean , Harvey E. White, JR. , Brian T. Purcell
IPC: H05K7/20
CPC classification number: H05K7/20945 , H05K7/20281
Abstract: A process includes communicating a coolant flow between an inlet and an outlet of a coolant subsystem that is associated with a cooling domain to remove thermal energy from a plurality of processor-based nodes of the cooling domain. The communication of the coolant flow has associated predefined parameters. The process includes regulating a temperature of the coolant flow at the outlet. In accordance with example implementations, the regulation includes determining, based on the predefined parameters, a minimum collective power consumption by the processor-based nodes to maintain a temperature of the coolant flow at the outlet at or above a minimum threshold temperature, and based on the minimum power consumption, scheduling jobs to be executed by the nodes.
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公开(公告)号:US20240095081A1
公开(公告)日:2024-03-21
申请号:US17948159
申请日:2022-09-19
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Jan Maximilian Mäder , Christian Simmendinger , Tobias Walter Wolfgang Schiffmann , Torsten Wilde
CPC classification number: G06F9/505 , G06F9/5044 , G06F11/3428 , G06F2201/80 , G06F2209/5019 , G06F2209/505
Abstract: A method for optimizing operations of high-performance computing (HPC) systems includes collecting data associated with a plurality of workload performance profiling counters associated with a workload during runtime of the workload in an HPC system. Based on the collected data, the method includes using a machine-learning technique to classify the workload by determining a workload-specific fingerprint for the workload. The method includes identifying an optimization metric to optimize during running of the workload in the HPC system. The method includes determining an optimal setting for a plurality of tunable hardware execution parameters as measured against the optimization metric by varying at least a portion of the plurality of tunable hardware execution parameters. The method includes storing the workload-specific fingerprint, the optimization metric, and the optimal setting for the plurality of tunable hardware execution parameters as measured against the optimization metric in an architecture-specific knowledge database.
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公开(公告)号:US20220308544A1
公开(公告)日:2022-09-29
申请号:US17215238
申请日:2021-03-29
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Torsten Wilde , Jeffrey C. Hanson , Aamir Arshad Rashid , Michael McKay
IPC: G05B19/042 , G06F16/16
Abstract: In some examples, a controller dynamically configures a property associated with monitoring performed by an agent. The controller stores, in a repository, metadata relating to the agent. The controller receives, from the agent, first sensor data that excludes the metadata, and uses indexing information in the first sensor data to retrieve the metadata from the repository.
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公开(公告)号:US11740674B2
公开(公告)日:2023-08-29
申请号:US17656684
申请日:2022-03-28
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Torsten Wilde , Andy Warner , Steven Dean , Steven Martin , Pat Donlin
IPC: G06F1/32 , G06F1/3203 , G06F1/30 , H04L41/0833 , G06Q50/06 , G06F9/50 , G06F1/3287
CPC classification number: G06F1/3203 , G06F1/30 , G06F9/5094 , G06Q50/06 , H04L41/0833 , G06F1/3287
Abstract: Systems and methods described herein make previously stranded power capacity (power that is provisioned for a data center according to a computing system's nameplate power consumption but is currently not useable) available to the data center. Systems described herein generate empirical power profiles that specify expected upper bounds for the power consumption levels that applications trigger. Using the upper bounds for application power-consumption levels, a computing system described herein can reliably release part of its provisioned nameplate power for other systems or data center consumers, reducing the amount of stranded power in a data center. The method described herein avoids performance penalties for most jobs by using sensor measurements made at a rapid rate explained herein to ensure that a system power cap based on running application's measured peak power consumption is reliable with reference to the power capacitance inherent in the computing system.
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公开(公告)号:US20220291734A1
公开(公告)日:2022-09-15
申请号:US17195864
申请日:2021-03-09
Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor: Torsten Wilde , Christian Simmendinger , Tobias W. W. Schiffmann
IPC: G06F1/3203 , G06F9/48 , G06F9/50 , G06N20/00
Abstract: A technique includes an agent executing on a plurality of nodes while a job is being concurrently executed by the plurality of nodes. The plurality of nodes is power-capped by an existing node power consumption budget. The technique includes managing power consumption of the plurality of nodes. The managing includes the agent determining a performance footprint that is associated with execution of the job; and the managing includes the agent determining a second node power consumption budget based on the performance footprint. The second node power consumption budget is different than the existing node power consumption budget. The managing includes the agent providing a power consumption request to a global power dispatcher to set a new node power consumption budget for the plurality of nodes.
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