Abstract
Methods, systems, and computer program products for performance optimization of distributed computing resources using generative artificial intelligence (AI) are provided. An example method may include receiving data associated with performance metrics of a distributed computing system and data associated with a cost function for activities engaged in with the distributed computing system. The method may include providing, as an input to a generative AI algorithm, the data associated with performance metrics of the distributed computing system, the data associated with a cost function for activities engaged in with the distributed computing system, and data associated with a knowledge graph regarding requirements for use of one or more resources of the distributed computing system to generate an output of the generative AI algorithm. The output of the generative AI algorithm comprises data for optimization of one or more resources of the distributed computing system and executing an optimization procedure on the distributed computing system.
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This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Lou, Mingji; Abasov, Maksat; Fu, Fangfang; Prakash, Pragya; and Manepalli, Venkata Siva Sai, "Performance Optimization for Distributed Computing via Gen AI", Technical Disclosure Commons, (April 17, 2025)
https://www.tdcommons.org/dpubs_series/8012