From PyTorch to Calyx: An Open-Source Compiler Toolchain for ML Accelerators

Jiahan Xie, Evan Williams, Adrian Sampson

We present an end-to-end open-source compiler toolchain that targets synthesizable SystemVerilog from ML models written in PyTorch. Our toolchain leverages the accelerator design l…