QDF & QVS: unstructured data unlocked
New GTC libraries QDF and QVS claim they let AI process and semantically understand up to 90% of humanity’s unstructured information — PDFs, email, audio and video — enabling real‑time, enterprise‑scale workflows. That capability is pitched as the backbone for turning messy corporate archives into actionable agentic systems. (youtube.com)
NVIDIA unfolded QDF and QVS as part of its GTC 2026 data-platform push, presenting the two libraries during Jensen Huang’s keynote and in the company’s GTC live blog. (nvidia.com) (blogs.nvidia.com) NVIDIA described QDF as a GPU‑native DataFrame stack intended to accelerate SQL and analytics engines — the company positioned it alongside existing RAPIDS/cuDF capabilities to speed structured queries. (developer.nvidia.com) (developer.nvidia.com) QVS (branded in developer materials as cuVS) is an open‑source, GPU‑accelerated vector search and clustering library aimed at indexing PDFs, images, audio and video for semantic retrieval. (developer.nvidia.com) (developer.nvidia.com) NVIDIA and presenters at GTC argued unstructured formats now dominate new data creation, citing figures that roughly 90% of newly generated information is unstructured — the rationale given for investing in QVS. (datacenterfrontier.com) (datacenterfrontier.com) The company tied QDF/QVS to its Vera Rubin infrastructure, saying Rubin is in production and delivers large inference efficiency gains; independent coverage at GTC reported claims of up to 10× lower token cost versus the prior Blackwell generation. (storagereview.com) (storagereview.com) NVIDIA announced expanded partner integrations at GTC — IBM and AWS were singled out for collaborations to embed GPU‑native data analytics and cloud instances that will run these libraries in enterprise deployments. (newsroom.ibm.com) (newsroom.ibm.com) IBM’s GTC announcements included a watsonx.data Presto test accelerated with NVIDIA software that processed terabytes across 44 tables for Nestlé, trimming query runtime to about three minutes and reporting an 83% cost reduction in the proof‑of‑concept. (prnewswire.com) (prnewswire.com)
