PREDICTIVE MODEL-BASED INTELLIGENT SYSTEM FOR AUTOMATICALLY SCALING AND MANAGING PROVISIONED COMPUTING RESOURCES

PREDICTIVE MODEL-BASED INTELLIGENT SYSTEM FOR AUTOMATICALLY SCALING AND MANAGING PROVISIONED COMPUTING RESOURCES

A system for automatically scaling provisioned resources includes an input interface and a processor. The input interface is configured to receive an estimate of a required number of processing threads. The processor is configured to determine required resources for processing the required number of...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Boyd, Alex James, Stratton, James Michael, Duan, Xiaoqun Joyce, LaBute, Montiago Xavier, Qu, Teng
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC COMMUNICATION TECHNIQUE
ELECTRIC DIGITAL DATA PROCESSING
ELECTRICITY
PHYSICS
TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHICCOMMUNICATION
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Beschreibung
Zusammenfassung:A system for automatically scaling provisioned resources includes an input interface and a processor. The input interface is configured to receive an estimate of a required number of processing threads. The processor is configured to determine required resources for processing the required number of processing threads using a model; provision the required resources; indicate to execute client tasks using the provisioned resources; determine server telemetry or logging data for the provisioned resources; provide the server telemetry or the logging data to the model; determine a resource utilization score based at least in part on the server telemetry or the logging data; determine a provisioning performance reward based at least in part on the resource utilization score; and adjust model parameters using the provisioning performance reward.