HEPCloud, an Elastic Hybrid HEP Facility using an Intelligent Decision Support System

04/18/2019
by   Parag Mhashilkar, et al.
0

HEPCloud is rapidly becoming the primary system for provisioning compute resources for all Fermilab-affiliated experiments. In order to reliably meet the peak demands of the next generation of High Energy Physics experiments, Fermilab must plan to elastically expand its computational capabilities to cover the forecasted need. Commercial cloud and allocation-based High Performance Computing (HPC) resources both have explicit and implicit costs that must be considered when deciding when to provision these resources, and at which scale. In order to support such provisioning in a manner consistent with organizational business rules and budget constraints, we have developed a modular intelligent decision support system (IDSS) to aid in the automatic provisioning of resources spanning multiple cloud providers, multiple HPC centers, and grid computing federations. In this paper, we discuss the goals and architecture of the HEPCloud Facility, the architecture of the IDSS, and our early experience in using the IDSS for automated facility expansion both at Fermi and Brookhaven National Laboratory.

READ FULL TEXT

page 4

page 6

research
06/08/2018

Intelligently-automated facilities expansion with the HEPCloud Decision Engine

The next generation of High Energy Physics experiments are expected to g...
research
06/24/2020

Integrating LHCb workflows on HPC resources: status and strategies

High Performance Computing (HPC) supercomputers are expected to play an ...
research
09/26/2020

Machine Learning Algorithms for Active Monitoring of High Performance Computing as a Service (HPCaaS) Cloud Environments

Cloud computing provides ubiquitous and on-demand access to vast reconfi...
research
10/25/2021

Data intensive physics analysis in Azure cloud

The Compact Muon Solenoid (CMS) experiment at the Large Hadron Collider ...
research
03/04/2022

Reinventing High Performance Computing: Challenges and Opportunities

The world of computing is in rapid transition, now dominated by a world ...
research
10/09/2020

Analyzing HPC Support Tickets: Experience and Recommendations

High performance computing (HPC) user support teams are the first line o...
research
05/28/2022

HPC Extensions to the OpenKIM Processing Pipeline

The Open Knowledgebase of Interatomic Models (OpenKIM) is an NSF Science...

Please sign up or login with your details

Forgot password? Click here to reset