NVIDIAHow-ToScienceSeptember 10, 2026

NVIDIA BioNeMo Inference Runtime speeds proteome-scale structure prediction

BioIR accelerated protein-complex structure generation across 4,777 proteomes — about 31 million candidate complexes, with 1.81 million released as high-confidence predictions in the AlphaFold Database expansion. It keeps the PyTorch workflow, using optimized kernels and CUDA Graphs, with Ray running a model replica per GPU.

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