US 12,273,280 B2
Resource allocation system and method for a cloud environment
Yuan Fu Huang, New Taipei (TW)
Assigned to WISTRON CORP., New Taipei (TW)
Filed by WISTRON CORP., New Taipei (TW)
Filed on Jun. 6, 2023, as Appl. No. 18/329,619.
Claims priority of application No. 112116007 (TW), filed on Apr. 28, 2023.
Prior Publication US 2024/0364640 A1, Oct. 31, 2024
Int. Cl. H04L 47/83 (2022.01); G06F 9/50 (2006.01); H04L 47/76 (2022.01)
CPC H04L 47/83 (2022.05) [G06F 9/50 (2013.01); H04L 47/76 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A resource allocation method for a cloud environment performed by one or more servers and comprising:
obtaining an initial resource requirement;
generating a first deployment parameter set according to the initial resource requirement by a first prediction model;
configuring the cloud environment according to the first deployment parameter set by a resource allocator;
obtaining and inputting a plurality of requests to a machine learning model in the cloud environment and generating a real resource requirement;
generating a predicted resource requirement at least according to the real resource requirement by a second prediction model;
in response to detecting that the cloud environment is in a busy state according to the predicted resource requirement by the resource allocator, generating a second deployment parameter set according to the real resource requirement by the first prediction model; and
reconfiguring the cloud environment according to the second deployment parameter set by the resource allocator.