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vLLM·llm-d·MoE·NeMo — AI framework layer for actual model serving, distributed inference, and fine-tuning on GPUs

NVIDIA NeMo Framework distributed training, fine-tuning, and TensorRT-LLM conversion architecture

Production configuration for running NeMo-RL (GRPO) and TRL (DPO) training jobs with labeled preference datasets on Karpenter Spot node pools and Volcano Gang Scheduling.