Symbolic Computation of the Minimum Buffer Sizes for Dataflow Graphs (Extended Version) - Inria - Institut national de recherche en sciences et technologies du numérique
Rapport (Rapport De Recherche) Année : 2015

Symbolic Computation of the Minimum Buffer Sizes for Dataflow Graphs (Extended Version)

Résumé

Synchronous dataflow graphs are widely used to design digital signal processing and real-time streaming applications. A benefit of that model is to allow static analyses to predict and guarantee the performances (e.g., throughput, memory requirements) of an application. Performance analyses can either be performed at compile time (for design space exploration) or at run-time (for resource management and reconfigurable systems). However, these algorithms, which often have an exponential time complexity, may cause a huge run-time overhead or make design space exploration unacceptably slow. In this paper, we argue that symbolic analyses are more appropriate since they express the system performance as a function of parameters (i.e., input and output rates, execution times). Such functions can be quickly evaluated for each different configuration or checked w.r.t. many different non-functional requirements. We first provide a symbolic expression of the maximal throughput of acyclic synchronous dataflow graphs. We then perform an analytic and exact study of the minimum buffer sizes needed to achieve this maximal throughput for a single parametric edge graph. Based on this investigation, we define symbolic analyses that approximate the minimum buffer sizes needed to achieve maximal throughput for acyclic graphs. We assess the proposed analyses experimentally on both synthetic and real benchmarks.
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Dates et versions

hal-01166360 , version 1 (22-06-2015)
hal-01166360 , version 2 (13-10-2015)
hal-01166360 , version 3 (06-01-2016)

Identifiants

  • HAL Id : hal-01166360 , version 1

Citer

Adnan Bouakaz, Pascal Fradet, Alain Girault. Symbolic Computation of the Minimum Buffer Sizes for Dataflow Graphs (Extended Version). [Research Report] 8742, Inria - Research Centre Grenoble – Rhône-Alpes. 2015. ⟨hal-01166360v1⟩
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