Boosting GPGPU virtualization and multiplexing with RDMA communication

Hardware virtualization is essential in High-Performance Computing (HPC) and Cloud Computing. It addresses resource allocation challenges, scalability, and performance isolation in shared environments. With the rise of GPGPU-accelerated HPC clusters, research has increasingly focused on GPGPU virtualization, leading to various solutions. This work explores the Generalized Virtualization Service (GVirtuS), a transparent virtualization solution with a plug-in framework for easy development and choice of communicators and stub libraries. We discuss GVirtuS’ implementation and design choices and compare them with similar solutions. Additionally, we show how GVirtuS’ performance was enhanced with a novel RDMA-based communicator, evaluated through CUDA implementations of SAXPY and Matrix Multiplication. Our RDMA Communicator achieved a 35% performance boost over the TCP Communicator on Infiniband and a 55% boost over TCP on Ethernet.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-09-08
DOI
https://doi.org/10.5281/zenodo.14717621
Primary Topic
Alcoholism and Thiamine Deficiency
Type
article
Field-Weighted Citation Impact
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article

Boosting GPGPU virtualization and multiplexing with RDMA communication

Zenodo (CERN European Organization for Nuclear Research)
Alcoholism and Thiamine Deficiency
article

Boosting GPGPU virtualization and multiplexing with RDMA communication

article en

Abstract

Hardware virtualization is essential in High-Performance Computing (HPC) and Cloud Computing. It addresses resource allocation challenges, scalability, and performance isolation in shared environments. With the rise of GPGPU-accelerated HPC clusters, research has increasingly focused on GPGPU virtualization, leading to various solutions. This work explores the Generalized Virtualization Service (GVirtuS), a transparent virtualization solution with a plug-in framework for easy development and choice of communicators and stub libraries. We discuss GVirtuS’ implementation and design choices and compare them with similar solutions. Additionally, we show how GVirtuS’ performance was enhanced with a novel RDMA-based communicator, evaluated through CUDA implementations of SAXPY and Matrix Multiplication. Our RDMA Communicator achieved a 35% performance boost over the TCP Communicator on Infiniband and a 55% boost over TCP on Ethernet.

Zenodo (CERN European Organization for Nuclear Research)
Parthenope University of Naples (IT), Aalborg University (DK)
Openalex Percentile: Top 52%
Alcoholism and Thiamine Deficiency
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