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cs.AR2025
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…
cs.PL2025
Understanding Accelerator Compilers via Performance Profiling
Ayaka Yorihiro, Griffin Berlstein, Pedro Pontes García +2
Accelerator design languages (ADLs), high-level languages that compile to hardware units, help domain experts quickly design efficient application-specific hardware. ADL compilers…