Compressing deep neural networks on FPGAs to binary and ternary precision with HLS4ML

Giuseppe Di Guglielmo, Javier Duarte, Philip Harris +13

We present the implementation of binary and ternary neural networks in the hls4ml library, designed to automatically convert deep neural network models to digital circuits with FPG…