Philipp Kreowsky

A Flexible Framework for Layer-Parallel CNN Training on FPGA Clusters

We present a flexible and scalable hardware/software framework for training CNNs on Ethernet-connected FPGA clusters using tightly pipelined layer parallelism. Starting from a high-level CNN and cluster description, the system automatically maps layers onto (potentially heterogeneous) devices, generates FPGA-specific b...