CEDR: A Compiler-integrated, Extensible DSSoC Runtime
In this work, we present a Compiler-integrated, Extensible Domain Specific System on Chip Runtime (CEDR) ecosystem to facilitate research toward addressing the challenges of architecture, system software, and application development with distinct plug-and-play integration points in a unified compile...
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Veröffentlicht in: | ACM transactions on embedded computing systems 2023-01, Vol.22 (2), p.1-34, Article 36 |
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Sprache: | eng |
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Zusammenfassung: | In this work, we present a Compiler-integrated, Extensible Domain Specific System on Chip Runtime (CEDR) ecosystem to facilitate research toward addressing the challenges of architecture, system software, and application development with distinct plug-and-play integration points in a unified compile time and runtime workflow. We demonstrate the utility of CEDR on the Xilinx Zynq MPSoC-ZCU102 for evaluating performance of pre-silicon hardware in the trade space of SoC configuration, scheduling policy and workload complexity based on dynamically arriving workload scenarios composed of real-life signal processing applications scaling to thousands of application instances with Fast Fourier Transform and matrix multiply accelerators. We provide insights into the tradeoffs present in this design space through a number of distinct case studies. CEDR is portable and has been deployed and validated on Odroid-XU3, X86, and Nvidia Jetson Xavier-based SoC platforms. Taken together, CEDR is a capable environment for enabling research in exploring the boundaries of productive application development, resource management heuristic development, and hardware configuration analysis for heterogeneous architectures. |
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ISSN: | 1539-9087 1558-3465 |
DOI: | 10.1145/3529257 |