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

A hybrid ML architecture that trains on SageMaker and serves on EKS

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.