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NVIDIA Technical Blog· Tanya Lenz·· 23 days ago65

How to Read Data into GPU Memory in Python with NVIDIA GPUDirect Storage

How to Read Data into GPU Memory in Python with NVIDIA GPUDirect Storage

Brief overview

NVIDIA GPUDirect Storage can transfer data directly from storage devices to GPU memory. According to the 2025 Stanford AI Index, AI computing power doubles about every five months, and LLM training data size doubles about every eight months. GPUDirect Storage can improve data transfer efficiency.

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Deocrative image.GPU applications are processing ever-growing datasets with increasingly powerful accelerators. According to the 2025 Stanford AI Index, compute for notable AI...Deocrative image.

GPU applications are processing ever-growing datasets with increasingly powerful accelerators. According to the 2025 Stanford AI Index, compute for notable AI models has been doubling approximately every five months, while the size of datasets used to train LLMs has been doubling approximately every eight months. As computation and data scale together, moving data efficiently from storage becomes…

Source

Source: NVIDIA Technical Blog · developer.nvidia.com