Publication | Closed Access
System Architecture for Network-Attached FPGAs in the Cloud using Partial Reconfiguration
28
Citations
16
References
2019
Year
Unknown Venue
Cluster ComputingEngineeringAdvanced ComputingNetwork-attached FpgasComputer ArchitectureData Center NetworkHardware ArchitectureHardware SecurityHigh-performance ArchitectureSystems EngineeringParallel ComputingComputer EngineeringComputer ScienceReconfigurable ArchitecturePartial ReconfigurationFpga DesignReconfigurabilitySystem ArchitectureNetwork Interface ArchitectureDeep Neural NetworksHardware AccelerationEdge ComputingCloud Computing
Emerging applications such as deep neural networks, bioinformatics or video encoding impose a high computing pressure on the Cloud. Reconfigurable technologies like Field-Programmable Gate Arrays (FPGAs) can handle such compute-intensive workloads in an efficient and performant way. To seamlessly incorporate FPGAs into existing Cloud environments and leverage their full power efficiency, FPGAs should be directly attached to the data center network and operate independent of power-hungry CPUs. This raises new questions about resource management, application deployment and network integrity. We present a system architecture for managing a large number of network-attached FPGAs in an efficient, flexible and scalable way. To ensure the integrity of the infrastructure, we use partial reconfiguration to separate the non-privileged user logic from the privileged system logic. To create a really scalable and agile cloud service, the management of all resources builds on the Representational State Transfer (REST) concept.
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