🚀 NeMo AutoModel

📖 Documentation • 🔥 Ready-to-Use Recipes • 💡 Examples • Model Coverage • Performance • 🤝 Contributing

📣 News and Discussions

• [06/04/2026]Nemotron-3 Ultra We now support finetuning NVIDIA's Nemotron 3 Ultra 550B A55B. Check out our recipe and guide.
• [06/03/2026]Gemma 4 12B We now support finetuning the dense google/gemma-4-12B model. Check out our recipe.
• [05/27/2026]Step-3.7-Flash We added model coverage for Stepfun AI's 198B-A13B MoE vision-language model, targeting image/video agentic developer workflows with a 256k context language backbone and 1.8B ViT vision tower. See the model coverage page.
• [05/19/2026]Ling 2.0 We now support finetuning the inclusionAI Ling 2.0 MoE family (inclusionAI/Ling-mini-2.0, inclusionAI/Ling-flash-2.0, and inclusionAI/Ling-1T), thanks to @Hayden727. Check out our recipes.
• [05/17/2026]ERNIE 4.5 and MiMo-V2-Flash We now support finetuning baidu/ERNIE-4.5-0.3B-PT, baidu/ERNIE-4.5-21B-A3B-PT, and XiaomiMiMo/MiMo-V2-Flash. Check out our ERNIE dense recipe, ERNIE MoE recipe, and MiMo recipe.
• [04/29/2026]Mistral Medium 3.5 We now support finetuning Mistral AI's 128B FP8-native VLM Mistral Medium 3.5. Check out our recipe and guide.
• [04/28/2026]Nemotron-3-Nano-Omni We now support finetuning nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16, NVIDIA's 30B-A3B omnimodal MoE (text · image · audio) with NemotronH hybrid Mamba+Attention backbone. Check out our SFT recipe, LoRA recipe, and guide.
• [04/28/2026]Hy3-preview We now support finetuning tencent/Hy3-preview, thanks to @Khazic. Check out our recipe.
• [04/25/2026]DeepSeek V4 Flash We now support finetuning deepseek-ai/DeepSeek-V4-Flash, thanks to @Khazic. Check out our recipe and guide.
• [04/22/2026]Qwen3.6-27B We now support finetuning Qwen/Qwen3.6-27B. Check out our recipe.
• [04/20/2026]Qwen-Image We now support finetuning Qwen/Qwen-Image, thanks to @harshareddy832. Check out our recipe.
• [04/16/2026]Qwen3.6 MoE We now support finetuning Qwen/Qwen3.6-35B-A3B. Check out our recipe.
• [04/16/2026]LLaVA-OneVision-1.5 We now support finetuning lmms-lab/LLaVA-OneVision-1.5-4B-Instruct, thanks to @vgauraha62. Check out our recipe.
• [04/12/2026]MiniMax-M2.7 We now support finetuning MiniMaxAI/MiniMax-M2.7. Check out our recipe.
• [04/07/2026]GLM-5.1 We now support finetuning zai-org/GLM-5.1. GLM-5.1 is Zhipu AI's latest open-source MoE model featuring MLA + DeepSeek Sparse Attention. Check out our recipe and discussion.
• [04/02/2026]Gemma 4 We support fine-tuning for Gemma4 (2B, 4B, 31B, 26BA4B)! Check out our recipes.
• [03/30/2026]NeMo AutoModel ships with agent-friendly skills in skills/ to help you with common development tasks (e.g., running a recipe, model onboarding, development) across the repo. We welcome PRs that improve existing skills or add new ones.
• [03/16/2026]Mistral Small 4 We support fine-tuning for Mistral4 119B! Check out our recipe.
• [03/11/2026]Nemotron Super v3 We support fine-tuning for nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16. Check out our recipe.
• [03/11/2026]GLM-5 We now support finetuning zai-org/GLM-5. Check out our recipe.
• [03/02/2026]Qwen3.5 small models We support finetuning for Qwen3.5 small models 0.8B, 2B, 4B (recipe) and 9B (recipe)
• [02/16/2026]Qwen3.5 MoE We support finetuning for Qwen/Qwen3.5-397B-A17B (recipe) and Qwen/Qwen3.5-35B-A3B (recipe)

Previous News

• [02/13/2026] MiniMax-M2.5 We support finetuning for MiniMaxAI/MiniMax-M2.5. Checkout our recipe
• [02/11/2026] GLM-4.7-Flash We now support finetuning GLM-4.7-Flash. Checkout our packed sequence recipe
• [02/09/2026] MiniMax-M2 We support finetuning for MiniMaxAI/MiniMax-M2. Checkout our recipe
• [02/06/2026] Qwen3 VL 235B We support finetuning for Qwen/Qwen3-VL-235B-A22B-Instruct. Checkout our recipe
• [02/06/2026] GLM4.7 We now support finetuning GLM4.7. Checkout our recipe
• [02/06/2026] Step3.5-flash is out! Finetune it with our finetune recipe
• [02/05/2026] DeepSeek-V3.2 is out! Checkout out the finetune recipe!
• [02/04/2026] Kimi K2.5 VL is out! Finetune it with NeMo AutoModel
• [01/30/2026] Kimi VL We support fine-tuning for moonshotai/Kimi-VL-A3B-Instruct. Check out our recipe.
• [01/12/2026] Nemotron Flash We support fine-tuning for nvidia/Nemotron-Flash-1B. Check out our recipe.
• [01/12/2026] Nemotron Parse We support fine-tuning nvidia/NVIDIA-Nemotron-Parse-v1.1 (recipe, tutorial and try on Brev).
• [01/07/2026] Devstral-Small We support fine-tuning for mistralai/Devstral-Small-2-24B-Instruct-2512. Check out our recipe.
• [12/18/2025] FunctionGemma is out! Finetune it with NeMo AutoModel!
• [12/15/2025] NVIDIA-Nemotron-3-Nano-30B-A3B is out! Finetune it with NeMo AutoModel!
• [11/6/2025] Accelerating Large-Scale Mixture-of-Experts Training in PyTorch
• [10/6/2025] Enabling PyTorch Native Pipeline Parallelism for 🤗 Hugging Face Transformer Models
• [9/22/2025] [Fine-tune Hugging Face Models Instantly with Day-0 Support with NVIDIA NeMo AutoModel](https://github.co