SMRTR AIJun 24, 2026Hugging Face Blog

Accelerating Transformers Fine-Tuning with NVIDIA NeMo AutoModel

SMRTR summary

NVIDIA's NeMo AutoModel lets developers fine-tune large AI models significantly faster by simply swapping one import line in their code. Built on HuggingFace Transformers v5, it delivers 3.4–3.7x faster training and uses 29–32% less GPU memory on 30B models, while enabling full fine-tuning of massive 550B models that Transformers v5 alone cannot handle.

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