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Fine-Tuning Biological Foundation Models with LoRA Using NVIDIA BioNeMo Recipes

NVIDIA Developer Blog · published 15 June 2026

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https://www.nvidia.com/en-us/ai-data-science/foundation-models/
nvidia.com
https://arxiv.org/abs/2106.09685
arxiv.org
https://github.com/NVIDIA-BioNeMo/bionemo-recipes
github.com
https://github.com/NVIDIA-NeMo/Megatron-Bridge
github.com
https://github.com/NVIDIA/TransformerEngine
github.com
https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/
nvidia.com
https://www.sciencedirect.com/science/article/abs/pii/S1093326317304217?via%3Dihub
sciencedirect.com
https://github.com/huggingface/peft
github.com
https://doi.org/10.3390/ijms26010130
doi.org
https://github.com/NVIDIA-BioNeMo/bionemo-recipes/tree/main/recipes/esm2_peft_te
github.com
Scale Biology Transformer Models with PyTorch and NVIDIA BioNeMo Recipes Read at the source ↗
developer.nvidia.com
https://github.com/ArcInstitute/evo2
github.com
https://huggingface.co/datasets/InstaDeepAI/nucleotide_transformer_downstream_tasks_revised
huggingface.co
https://github.com/NVIDIA-BioNeMo/bionemo-recipes/blob/main/recipes/evo2_megatron/examples/lora-fine-tuning-tutorial.ipynb
github.com
https://github.com/NVIDIA/bionemo-framework/tree/main/bionemo-recipes
github.com