CEDR: A Compiler-integrated, Extensible DSSoC Runtime

Author:

Mack Joshua1ORCID,Hassan Sahil1ORCID,Kumbhare Nirmal1ORCID,Castro Gonzalez Miguel1ORCID,Akoglu Ali1ORCID

Affiliation:

1. University of Arizona Department of Electrical & Computer Engineering, Tucson, Arizona, USA

Abstract

In this work, we present a C ompiler-integrated, E xtensible D omain Specific System on Chip R untime (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.

Funder

Air Force Research Laboratory (AFRL) and Defense Advanced Research Projects Agency

Publisher

Association for Computing Machinery (ACM)

Subject

Hardware and Architecture,Software

Cited by 13 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Tutorial: A Novel Runtime Environment for Accelerator-Rich Heterogeneous Architectures;ACM Transactions on Embedded Computing Systems;2024-08-08

2. A Runtime Manager Integrated Emulation Environment for Heterogeneous SoC Design with RISC-V Cores;2024 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW);2024-05-27

3. FALCON: An FPGA Emulation Platform for Domain-Specific SoCs (DSSoCs);IEEE Design & Test;2024-02

4. Domain-Specific STT-MRAM-Based In-Memory Computing: A Survey;IEEE Access;2024

5. PyTorch and CEDR: Enabling Deployment of Machine Learning Models on Heterogeneous Computing Systems;2023 20th ACS/IEEE International Conference on Computer Systems and Applications (AICCSA);2023-12-04

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