Design a large-scale MoE pretraining pipeline

Design the training setup for pretraining a mixture-of-experts language model across many GPUs. Cover how experts and other layers are parallelized, token routing and load balancing, communication costs, keeping the data pipeline fed, checkpointing and recovery, and what you would monitor.