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Acceleration-as-a-µService: A Cloud-native Monte-Carlo Option Pricing Engine on CPUs, GPUs and Disaggregated FPGAs
- Source :
- CLOUD
- Publication Year :
- 2021
- Publisher :
- Zenodo, 2021.
-
Abstract
- The evolution of cloud applications into loosely-coupled microservices opens new opportunities for hardware accelerators to improve workload performance. Existing accelerator techniques for cloud sacrifice the consolidation benefits of microservices. This paper presents CloudiFi, a framework to deploy and compare accelerators as a cloud service. We evaluate our framework in the context of a financial workload and present early results indicating up to 485x gains in microservice response time.<br />3 pages, 6 figures
- Subjects :
- Networking and Internet Architecture (cs.NI)
FOS: Computer and information sciences
Computer science
business.industry
Distributed computing
Monte Carlo method
Response time
Context (language use)
Workload
Cloud computing
Monte Carlo methods
Microservices
Valuation of options
Hardware Architecture (cs.AR)
Distributed, Parallel, and Cluster Computing (cs.DC)
Hybrid Cloud
business
Field-programmable gate array
Graphics processing units
Pricing
FPGA
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- CLOUD
- Accession number :
- edsair.doi.dedup.....65fc945b493475e41e39a86185c33336