CFU Playground: Full-Stack Open-Source Framework for Tiny Machine Learning (tinyML) Acceleration on FPGAs. (arXiv:2201.01863v1 [cs.LG])

We present CFU Playground, a full-stack open-source framework that enables
rapid and iterative design of machine learning (ML) accelerators for embedded
ML systems. Our toolchain tightly integrates open-source software, RTL
generators, and FPGA tools for synthesis, place, and route. This full-stack
development framework gives engineers access to explore bespoke architectures
that are customized and co-optimized for embedded ML. The rapid,
deploy-profile-optimization feedback loop lets ML hardware and software
developers achieve significant returns out of a relatively small investment in
customization. …

arxiv framework learning machine machine learning tinyml