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Fine-tune video and image models at scale with NVIDIA NeMo Automodel and 🤗 Diffusers

AnnouncementProductJul 17, 2026

NVIDIA and Hugging Face collaborated to integrate NeMo Automodel with Diffusers, enabling distributed fine-tuning of diffusion models without checkpoint conversion. The open-source library supports FLUX.1-dev, Wan 2.1, and HunyuanVideo, offering both full fine-tuning and LoRA-style PEFT. Parallelism is configured rather than coded, allowing training to scale from one GPU to multi-node clusters. The integration is documented in the Diffusers training guide under Apache 2.0.

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NVIDIACompanyHugging FaceCompanyFLUX.1-devModelWan 2.1ModelHunyuanVideoModelNeMo AutomodelModelDiffusersModel
Canonical: https://huggingface.co/blog/nvidia/scale-diffusers-finetuning-nemo-automodel