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arXiv 2401.04552cs.DC
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XaaS:作为服务的高性能计算加速以赋能高效的高性能云计算

XaaS: Acceleration as a Service to Enable Productive High-Performance Cloud Computing

Torsten Hoefler, Marcin Copik, Pete Beckman, Andrew Jones, Ian Foster, Manish Parashar, Daniel Reed, Matthias Troyer, Thomas Schulthess, Dan Ernst, Jack Dongarra

AI总结:

XaaS通过共享执行平台和性能可移植容器统一架构,结合HPC与云计算优势,支持资源密集型工作负载并解除FaaS分配限制,实现高效灵活的资源利用。

摘要:

HPC和Cloud独立发展,将创新分别专注于性能或生产力。加速即服务是一种方案,通过共享执行平台赋能两个领域,无论底层云或HPC服务提供商如何,都能透明访问计算资源。结合HPC与云的进展,XaaS提出基于性能可移植容器的统一架构。我们的融合模型专注于低开销、高性能通信与计算,面向从气候模拟到机器学习的资源密集型工作负载。XaaS解除了Function-as-a-Service (FaaS)的受限分配模型,允许用户受益于无服务器的灵活性和高效资源利用,同时支持HPC的长期运行和性能敏感工作负载。

英文摘要:

HPC and Cloud have evolved independently, specializing their innovations into performance or productivity. Acceleration as a Service (XaaS) is a recipe to empower both fields with a shared execution platform that provides transparent access to computing resources, regardless of the underlying cloud or HPC service provider. Bridging HPC and cloud advancements, XaaS presents a unified architecture built on performance-portable containers. Our converged model concentrates on low-overhead, high-performance communication and computing, targeting resource-intensive workloads from climate simulations to machine learning. XaaS lifts the restricted allocation model of Function-as-a-Service (FaaS), allowing users to benefit from the flexibility and efficient resource utilization of serverless while supporting long-running and performance-sensitive workloads from HPC.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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