首页> 外文OA文献 >Acceleration-as-a-Service: Exploiting Virtualised GPUs for a Financial Application
【2h】

Acceleration-as-a-Service: Exploiting Virtualised GPUs for a Financial Application

机译:加速即服务:为金融应用开发虚拟化GPU

代理获取
本网站仅为用户提供外文OA文献查询和代理获取服务,本网站没有原文。下单后我们将采用程序或人工为您竭诚获取高质量的原文,但由于OA文献来源多样且变更频繁,仍可能出现获取不到、文献不完整或与标题不符等情况,如果获取不到我们将提供退款服务。请知悉。

摘要

How can GPU acceleration be obtained as a service in a cluster? This question has become increasingly significant due to the inefficiency of installing GPUs on all nodes of a cluster. The research reported in this paper is motivated to address the above question by employing rCUDA (remote CUDA), a framework that facilitates Acceleration-as-a-Service (AaaS), such that the nodes of a cluster can request the acceleration of a set of remote GPUs on demand. The rCUDA framework exploits virtualisation and ensures that multiple nodes can share the same GPU. In this paper we test the feasibility of the rCUDA framework on a real-world application employed in the financial risk industry that can benefit from AaaS in the production setting. The results confirm the feasibility of rCUDA and highlight that rCUDA achieves similar performance compared to CUDA, provides consistent results, and more importantly, allows for a single application to benefit from all the GPUs available in the cluster without loosing efficiency.
机译:如何通过集群中的服务获得GPU加速?由于在集群的所有节点上安装GPU的效率低下,这个问题变得越来越重要。本文报道的研究旨在通过使用rCUDA(远程CUDA)来解决上述问题,rCUDA是促进加速即服务(AaaS)的框架,以便集群的节点可以请求集合的加速。按需提供远程GPU。 rCUDA框架利用虚拟化并确保多个节点可以共享同一GPU。在本文中,我们测试了rCUDA框架在金融风险行业中可以在生产环境中受益于AaaS的实际应用中的可行性。结果证实了rCUDA的可行性,并强调了rCUDA与CUDA相比具有类似的性能,提供了一致的结果,更重要的是,允许单个应用程序从群集中所有可用的GPU中受益,而不会降低效率。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
代理获取

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号