{"slug": "nvidia-nemo-automodel-integrates-with-hugging-face-diffusers-for-scalable", "title": "NVIDIA NeMo Automodel integrates with Hugging Face Diffusers for scalable training", "summary": "NVIDIA NeMo Automodel now integrates with Hugging Face Diffusers, enabling scalable fine-tuning of video and image models like FLUX.1-dev and HunyuanVideo without checkpoint conversion or model rewrites. The integration supports distributed training across 1–1000 GPUs, reducing adaptation costs by 50–80% and accelerating deployment from days to hours.", "body_md": "[Hugging Face](https://huggingface.co/blog/nvidia/scale-diffusers-finetuning-nemo-automodel)\n\n### NVIDIA NeMo Automodel integrates with Hugging Face Diffusers for scalable training\n\nWhich summary reads better? Pick one — models revealed after.Both summaries are AI-generated.\n\nNVIDIA NeMo Automodel integration with Hugging Face Diffusers enables fine-tuning of video and image models at scale without checkpoint conversion or model rewrites, supporting models like FLUX.1-dev and HunyuanVideo. This unlocks production-grade, distributed diffusion training for Diffusers-format models, allowing for scalable and memory-efficient fine-tuning on large datasets across multiple GPUs.\n\nFLUX.1 fine-tuning now runs on 1–1000 GPUs with zero model-code changes and no checkpoint conversion. This cuts the cost of adapting open diffusion models by 50–80% and lets you ship LoRA or full-weights variants in hours instead of days. If you’re serving custom image or video pipelines, expect lower cloud bills and faster iteration cycles.", "url": "https://wpnews.pro/news/nvidia-nemo-automodel-integrates-with-hugging-face-diffusers-for-scalable", "canonical_source": "https://www.snipvote.com/story/cmrrge0hl0004280tfsb6ba38", "published_at": "2026-07-19 07:22:12.051927+00:00", "updated_at": "2026-07-19 07:22:13.687554+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "ai-tools", "ai-infrastructure", "ai-products"], "entities": ["NVIDIA", "Hugging Face", "NeMo Automodel", "Diffusers", "FLUX.1-dev", "HunyuanVideo"], "alternates": {"html": "https://wpnews.pro/news/nvidia-nemo-automodel-integrates-with-hugging-face-diffusers-for-scalable", "markdown": "https://wpnews.pro/news/nvidia-nemo-automodel-integrates-with-hugging-face-diffusers-for-scalable.md", "text": "https://wpnews.pro/news/nvidia-nemo-automodel-integrates-with-hugging-face-diffusers-for-scalable.txt", "jsonld": "https://wpnews.pro/news/nvidia-nemo-automodel-integrates-with-hugging-face-diffusers-for-scalable.jsonld"}}