Boosting Large-Scale MoE Model Throughput on NVIDIA Hardware
NVIDIA has documented a threefold optimization approach to accelerate MoE inference, tested on the 124-billion-parameter Ling-3.0-flash model. By utilizing specialized Humming kernels, FP8 precision for the LM head, and Multi-Token Prediction, developers can achieve a 42.5% throughput increase and a 24.5% reduction in latency.