Boosting MoE Training Throughput with Advanced Fusion Kernels

Mixture-of-experts (MoE) models have quickly become a foundational component of modern, large-scale AI systems. They are widely adopted because they enable substantially larger model capacity while activating only a subset of parameters for each token, offering an unparalleled approach for scaling performance within a practical compute budget. As model scales continue to grow, NVIDIA introduces advanced fusion kernels that boost MoE training throughput, enhancing efficiency and performance in training large-scale AI models.