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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.

Evidence

1source· awaiting independent confirmation

No score is assigned. Sources and their independence are shown in the citation chain below.

Citation chain · 1 source

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