Publication | Closed Access
Throughput-Buffering Trade-Off Exploration for Cyclo-Static and Synchronous Dataflow Graphs
132
Citations
24
References
2008
Year
Cluster ComputingEngineeringComputer ArchitectureThroughput ConstraintData Streaming ArchitectureHigh Performance ComputingHigh-performance ArchitectureParallel ComputingThroughput-buffering Trade-off ExplorationData FlowStreaming EngineComputer EngineeringBuffer ManagementComputer ScienceMultimedia DeliveryGraph TheoryEdge ComputingCloud ComputingRealistic DspParallel ProgrammingMultimedia Applications
Multimedia applications usually have throughput constraints. An implementation must meet these constraints, while it minimizes resource usage and energy consumption. The compute intensive kernels of these applications are often specified as cyclo-static or synchronous dataflow graphs. Communication between nodes in these graphs requires storage space which influences throughput. We present an exact technique to chart the Pareto space of throughput and storage trade-offs, which can be used to determine the minimal buffer space needed to execute a graph under a given throughput constraint. The feasibility of the exact technique is demonstrated with experiments on a set of realistic DSP and multimedia applications. To increase scalability of the approach, a fast approximation technique is developed that guarantees both throughput and a, tight, bound on the maximal overestimation of buffer requirements. The approximation technique allows to trade off worst-case overestimation versus run-time.
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