Realizing Efficient Execution of Dataflow Actors on Manycores

Essayas Gebrewahid, Mingkun Yang, Gustav Cedersjo, Z. Abdin, Verónica Gaspes, J. Janneck, B. Svensson
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引用次数: 28

Abstract

Embedded DSP computing is currently shifting towards manycore architectures in order to cope with the ever growing computational demands. Actor based dataflow languages are being considered as a programming model. In this paper we present a code generator for CAL, one such dataflow language. We propose to use a compilation tool with two intermediate representations. We start from a machine model of the actors that provides an ordering for testing of conditions and firing of actions. We then generate an Action Execution Intermediate Representation that is closer to a sequential imperative language like C and Java. We describe our two intermediate representations and show the feasibility and portability of our approach by compiling a CAL implementation of the Two-Dimensional Inverse Discrete Cosine Transform on a general purpose processor, on the Epiphany manycore architecture and on the Ambric massively parallel processor array.
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实现多核数据流参与者的高效执行
为了应对日益增长的计算需求,嵌入式DSP计算正朝着多核架构的方向发展。基于参与者的数据流语言被认为是一种编程模型。本文给出了一种数据流语言CAL的代码生成器。我们建议使用具有两种中间表示的编译工具。我们从参与者的机器模型开始,该模型为测试条件和触发动作提供了顺序。然后,我们生成一个更接近于顺序命令式语言(如C和Java)的动作执行中间表示。我们描述了我们的两种中间表示,并通过在通用处理器、Epiphany多核架构和Ambric大规模并行处理器阵列上编译二维逆离散余弦变换的CAL实现来展示我们方法的可行性和可移植性。
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