NVIDIA 在其 BioNeMo 框架中引入上下文并行技术,允许跨多个 GPU 训练大型生物分子模型,突破单 GPU 内存限制。该技术通过分布式计算实现更大蛋白质复合物的零样本折叠,提升生物分子建模能力。
For decades, computational biology has operated under a reductionist compromise. To fit complex biological systems into the limited memory of a single GPU,...For decades, computational biology has operated under a reductionist compromise. To fit complex biological systems into the limited memory of a single GPU, researchers have had to deconstruct them into isolated fragments—single proteins or small domains. This created a context gap, where larger proteins or complexes could not be folded zero-shot due to GPU hardware memory constraints. Now…
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