Xilinx/finn-hlslib

Dataflow compiler for QNN inference on FPGAs

CNN accelerator implemented with Spinal HDL

Vitis Libraries

Tutorial notebooks for hls4ml

Machine learning on FPGAs using HLS

QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX

Brevitas: neural network quantization in PyTorch

Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks.

QuTLASS: CUTLASS-Powered Quantized BLAS for Deep Learning