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NVIDIA NeMo AutoModel, built on HuggingFace Transformers v5, delivers 3.4-3.7x higher training throughput and 29-32% less GPU memory when fine-tuning Mixture-of-Experts models. The open library adds Expert Parallelism, DeepEP fused all-to-all dispatch, and TransformerEngine kernels, requiring only a single import line change.
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