High-level synthesis of dynamic dataflow programs on heterogeneous MPSoC platforms

Endri Bezati, Simone Casale Brunet, Marco Mattavelli
2016
Article de conférence

Résumé

The growing complexity of digital signal processing applications make a compelling case the use of high-level design and synthesis methodologies for the implementation on programmable logic devices and embedded processors. Past research has shown that, for complex systems, raising the level of abstraction of design stages does not necessarily come at a penalty in terms of performance or resource requirements. Dataflow programs provide behavioral descriptions capable of expressing both sequential and parallel components of application algorithms and enable natural design abstractions, modularity, and portability. In this paper, an open source tool, implementing dataflow programs onto embedded heterogeneous platforms by means of high-level synthesis, software synthesis and interface synthesis is presented Experimental design results demonstrate the capability and the effectiveness of the tool for implementing a wide range of applications when combined with Vivado HLS.

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https://infoscience.epfl.ch/record/253559?ln=fr

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Endri Bezati, Simone Casale Brunet, Marco Mattavelli
2016
Article de conférence

Résumé

Official source

https://infoscience.epfl.ch/record/253559?ln=fr

À propos de ce résultat

Concepts associés (22)

In computer programming, dataflow programming is a programming paradigm that models a program as a directed graph of the data flowing between operations, thus implementing dataflow principles and arc

La mise en œuvre est le fait de mettre en place un projet. Ingénierie et informatique En ingénierie et plus particulièrement en informatique, la mise en œuvre désigne la création d’un pr

High-level synthesis (HLS), sometimes referred to as C synthesis, electronic system-level (ESL) synthesis, algorithmic synthesis, or behavioral synthesis, is an automated design process that takes an

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Publications associées (11)

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High-level synthesis of dataflow programs for heterogeneous platforms

Endri Bezati

The growing complexity of digital signal processing applications implemented in programmable logic and embedded processors make a compelling case the use of high-level methodologies for their design and implementation. Past research has shown that for complex systems, raising the level of abstraction does not necessarily come at a cost in terms of performance or resource requirements. As a matter of fact, high-level synthesis tools supporting such a high abstraction often rival and on occasion improve low-level design. In spite of these successes, high-level synthesis still relies on programs being written with the target and often the synthesis process, in mind. In other words, imperative languages such as C or C++, most used languages for high-level synthesis, are either modified or a constrained subset is used to make parallelism explicit. In addition, a proper behavioral description that permits the unification for hardware and software design is still an elusive goal for heterogeneous platforms. A promising behavioral description capable of expressing both sequential and parallel application is RVC-CAL. RVC-CAL is a dataflow programming language that permits design abstraction, modularity, and portability. The objective of this thesis is to provide a high-level synthesis solution for RVC-CAL dataflow programs and provide an RVC-CAL design flow for heterogeneous platforms. The main contributions of this thesis are: a high-level synthesis infrastructure that supports the full specification of RVC-CAL, an action selection strategy for supporting parallel read and writes of list of tokens in hardware synthesis, a dynamic fine-grain profiling for synthesized dataflow programs, an iterative design space exploration framework that permits the performance estimation, analysis, and optimization of heterogeneous platforms, and finally a clock gating strategy that reduces the dynamic power consumption. Experimental results on all stages of the provided design flow, demonstrate the capabilities of the tools for high-level synthesis, software hardware Co-Design, design space exploration, and power optimization for reconfigurable hardware. Consequently, this work proves the viability of complex systems design and implementation using dataflow programming, not only for system-level simulation but real heterogeneous implementations.

EPFL2015

Chargement

Programming Heterogeneous CPU-GPU Systems by High-Level Dataflow Synthesis

Endri Bezati, Aurélien François Gilbert Bloch, Marco Mattavelli

Heterogeneous processing platforms combining in various architectures CPUs, GPUs, and programmable logic, are continuously evolving providing at each generation higher theoretical levels of computing performance. However, the challenge of how efficiently specify and explore the design space of applications executing on the different components of heterogeneous platforms remains an open problem and is the subject of many research efforts. The paper describes a dataflow based approach for the synthesis of applications to be executed on mixed CPU and GPU architectures. The new high-level approach consists of partitioning the application dataflow program written in RVC-CAL into CPU and GPU components, then on generating by automatic synthesis the C++ and CUDA programs that together implement the application executable. The design approach provides portability of applications on CPUs, GPUs, and mixed CPU/GPU architectures as well as the possibility of exploring the design space of all partitioning options without the need of rewriting the application code. The paper describes the essential methodology features at the base of the synthesis of CPU/GPU code and reports some example design cases validating the correctness of the approach.

IEEE2020

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The growing complexity of digital signal processing applications make a compelling case the use of high-level design and synthesis methodologies for the implementation on reconfigurable and embedded devices. Past research has shown that raising the level of abstraction of design stages does not necessarily gives penalties in terms of performance or resources. Dataflow programs provide behavioral descriptions capable of expressing both sequential and parallel algorithms and enable natural design abstractions, modularity, and portability. In this paper, a tool implementing dataflow programs onto embedded heterogeneous platforms by means of high-level synthesis, software synthesis and interface synthesis is presented for MPSoCs platfroms.

2016

Chargement

High-level synthesis of dataflow programs for heterogeneous platforms

Endri Bezati

EPFL2015