Automated resource request mechanism for heterogeneous infrastructure using profiling information
Methods, systems, and computer program products for an automated resource request mechanism for heterogeneous infrastructure using profiling information are provided herein. A computer-implemented method includes obtaining resource utilization information, pertaining to multiple system resources, fr...
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creator | Govindarajan, Chander Sen, Sayandeep Sangram, Sarang Kodeswaran, Palanivel Andiappan |
description | Methods, systems, and computer program products for an automated resource request mechanism for heterogeneous infrastructure using profiling information are provided herein. A computer-implemented method includes obtaining resource utilization information, pertaining to multiple system resources, from multiple heterogeneous system infrastructure deployments; automatically learning resource interdependencies for the heterogeneous system infrastructure deployments by processing at least a portion of the resource utilization information using a first set of machine learning techniques; automatically determining performance profiles, with respect to the multiple system resources, for the multiple heterogeneous system infrastructure deployments by processing at least a portion of the resource utilization information and at least a portion of the learned resource interdependencies using a second set of machine learning techniques; predicting resource requests for at least one of the heterogeneous system infrastructure deployments using the determined performance profiles; and performing automated actions based on the resource request predictions. |
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A computer-implemented method includes obtaining resource utilization information, pertaining to multiple system resources, from multiple heterogeneous system infrastructure deployments; automatically learning resource interdependencies for the heterogeneous system infrastructure deployments by processing at least a portion of the resource utilization information using a first set of machine learning techniques; automatically determining performance profiles, with respect to the multiple system resources, for the multiple heterogeneous system infrastructure deployments by processing at least a portion of the resource utilization information and at least a portion of the learned resource interdependencies using a second set of machine learning techniques; predicting resource requests for at least one of the heterogeneous system infrastructure deployments using the determined performance profiles; and performing automated actions based on the resource request predictions.</description><subject>CALCULATING</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>ELECTRIC DIGITAL DATA PROCESSING</subject><subject>PHYSICS</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2024</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNjE0KwjAQRrtxIeodxgMIsW7cWlHcq-sS4qQNNJk6P_c3ggdw9T34Hm_Z-JMpZa_4AkYh44AV3oaikDGMviTJEIlhREWmAQuSCaQS2YuyBTVGMEllgJkppulL9Sau2URl3SyinwQ3v1012-vlcb7tcKYeZfahJrV_3veta507uq49_ON8AAE8P5s</recordid><startdate>20240625</startdate><enddate>20240625</enddate><creator>Govindarajan, Chander</creator><creator>Sen, Sayandeep</creator><creator>Sangram, Sarang</creator><creator>Kodeswaran, Palanivel Andiappan</creator><scope>EVB</scope></search><sort><creationdate>20240625</creationdate><title>Automated resource request mechanism for heterogeneous infrastructure using profiling information</title><author>Govindarajan, Chander ; Sen, Sayandeep ; Sangram, Sarang ; Kodeswaran, Palanivel Andiappan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_US12020080B23</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>eng</language><creationdate>2024</creationdate><topic>CALCULATING</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>ELECTRIC DIGITAL DATA PROCESSING</topic><topic>PHYSICS</topic><toplevel>online_resources</toplevel><creatorcontrib>Govindarajan, Chander</creatorcontrib><creatorcontrib>Sen, Sayandeep</creatorcontrib><creatorcontrib>Sangram, Sarang</creatorcontrib><creatorcontrib>Kodeswaran, Palanivel Andiappan</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Govindarajan, Chander</au><au>Sen, Sayandeep</au><au>Sangram, Sarang</au><au>Kodeswaran, Palanivel Andiappan</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>Automated resource request mechanism for heterogeneous infrastructure using profiling information</title><date>2024-06-25</date><risdate>2024</risdate><abstract>Methods, systems, and computer program products for an automated resource request mechanism for heterogeneous infrastructure using profiling information are provided herein. A computer-implemented method includes obtaining resource utilization information, pertaining to multiple system resources, from multiple heterogeneous system infrastructure deployments; automatically learning resource interdependencies for the heterogeneous system infrastructure deployments by processing at least a portion of the resource utilization information using a first set of machine learning techniques; automatically determining performance profiles, with respect to the multiple system resources, for the multiple heterogeneous system infrastructure deployments by processing at least a portion of the resource utilization information and at least a portion of the learned resource interdependencies using a second set of machine learning techniques; predicting resource requests for at least one of the heterogeneous system infrastructure deployments using the determined performance profiles; and performing automated actions based on the resource request predictions.</abstract><oa>free_for_read</oa></addata></record> |
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subjects | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING ELECTRIC DIGITAL DATA PROCESSING PHYSICS |
title | Automated resource request mechanism for heterogeneous infrastructure using profiling information |
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