English

A Compiler Infrastructure for Accelerator Generators

Programming Languages 2021-11-17 v1 Hardware Architecture

Abstract

We present Calyx, a new intermediate language (IL) for compiling high-level programs into hardware designs. Calyx combines a hardware-like structural language with a software-like control flow representation with loops and conditionals. This split representation enables a new class of hardware-focused optimizations that require both structural and control flow information which are crucial for high-level programming models for hardware design. The Calyx compiler lowers control flow constructs using finite-state machines and generates synthesizable hardware descriptions. We have implemented Calyx in an optimizing compiler that translates high-level programs to hardware. We demonstrate Calyx using two DSL-to-RTL compilers, a systolic array generator and one for a recent imperative accelerator language, and compare them to equivalent designs generated using high-level synthesis (HLS). The systolic arrays are 4.6×4.6\times faster and 1.1×1.1\times larger on average than HLS implementations, and the HLS-like imperative language compiler is within a few factors of a highly optimized commercial HLS toolchain. We also describe three optimizations implemented in the Calyx compiler.

Keywords

Cite

@article{arxiv.2102.09713,
  title  = {A Compiler Infrastructure for Accelerator Generators},
  author = {Rachit Nigam and Samuel Thomas and Zhijing Li and Adrian Sampson},
  journal= {arXiv preprint arXiv:2102.09713},
  year   = {2021}
}

Comments

To appear at ASPLOS 2021

R2 v1 2026-06-23T23:18:45.913Z