A Feedback-based Design Space Exploration Subsystem for the Automation of Architectures Synthesis on Proprietary FPGA Toolchains

摘要

In this work, we present a modular software subsystem that exposes a set of APIs for supporting the automation of a set of design choices in the synthesis of a hardware accelerator by a proprietary FPGA toolchain. We model the subsystem around Vivado, Xilinx's proprietary FPGA toolchain, in order to provide a finer grained control on the toolchain's features with respect to the standard .tcl interface. In order to do so, we focus on parsing the synthesis process' output as it happens, on automatically managing the toolchain's execution lifecycle, and on generating appropriate input .tcl scripts to interact with the standard APIs. On top of this subsystem, we extend polyFPGA, a framework for the FPGA acceleration of Iterative Stencil Loops (ISLs) that relies on Vivado. polyFPGA adopts the polyhedral model as a way to map a piece of input code to a queue of computational units, the Streaming Stencil Time-steps (SSTs), deployed on the target system. We show how the presented software subsystem allows the automation of the design space exploration (DSE) of a set of the synthesized architecture's hyperparameters, such as the queue's length and architecture's frequency, in a feedback based fashion, thanks on the information coming from the synthesis process and a set of user defined policies.