MCP agents in PanDA
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97 MATHEMATICS AND COMPUTING↗
Engineering topics
Klimentov, Alexei
Publications and source records attributed to Klimentov, Alexei.
AI Surrogate Model for Distributed Computing Workloads
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97 MATHEMATICS AND COMPUTING↗
Operational experience and R&D results using the Google Cloud for High-Energy Physics in the ATLAS experiment
The ATLAS experiment at CERN relies on a Worldwide Distributed Computing Grid infrastructure to support its physics program at the Large Hadron Collider. ATLAS has integrated cloud computing resources to complement its Grid infrastructure and conducted an R&D program on Google Cloud Platform. These initiatives leverage key features of commercial cloud providers: lightweight configuration and operation, elasticity and availability of diverse infrastructures. Here this paper examines the seamless integration of cloud computing services as a conventional Grid site within the ATLAS workflow management and data management systems, while also offering new setups for interactive, parallel analysis. It underscores pivotal results that enhance the on-site computing model and outlines several R&D projects that have benefited from large-scale, elastic resource provisioning models. Furthermore, this study discusses the impact of cloud-enabled R&D projects in three domains: accelerators and AI/ML, ARM CPUs and columnar data analysis techniques.
72 PHYSICS OF ELEMENTARY PARTICLES AND FIELDS↗