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The design of heterogeneous systems that include domain specific acceleratorsis a challenging and time-consuming process. While taking into account areaconstraints, designers must decide which parts of an application to acceleratein hardware and which to leave in software. Moreover, applications in domainssuch as Extended Reality (XR) offer opportunities for various forms of parallelexecution, including loop level, task level and pipeline parallelism. To assistthe design process and expose every possible level of parallelism, we presentTrireme, a fully automated tool-chain that explores multiple levels ofparallelism and produces domain specific accelerator designs and configurationsthat maximize performance, given an area budget. Experiments on demandingbenchmarks from the XR domain revealed a speedup of up to 20x, as well as aspeedup of up to 37x for smaller applications, compared to software-onlyimplementations.

Trireme: Exploring Hierarchical Multi-Level Parallelism for Domain Specific Hardware Acceleration