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Gpu Memory

All articles tagged with #gpu memory

technology27 days ago

GreenBoost Extends NVIDIA VRAM with System RAM and NVMe for Larger LLMs

An open-source Linux kernel module named GreenBoost adds system RAM and NVMe storage as a CUDA-accessible extension to NVIDIA GPU memory, enabling larger AI models by caching data outside of VRAM. It uses a kernel component to pin memory and export it as DMA-BUF, and a CUDA shim (LD_PRELOAD) to intercept and redirect large allocations to the extended memory pool, while small allocations pass through. The setup is complementary to NVIDIA’s drivers and includes a watchdog to monitor RAM/NVMe pressure; it could allow running models bigger than VRAM (e.g., a 31.8GB model on a 12GB RTX) but requires careful handling of symbol resolution for certain frameworks like Ollama.

Windows 11 Runs on GPU Memory for Faster Performance.
technology2 years ago

Windows 11 Runs on GPU Memory for Faster Performance.

Windows modder NTDEV has demonstrated how to create a RAM drive in your GPU's memory and run a virtual machine with Windows 11 or Tiny11, a stripped-down version of Windows 11, on it. The process is surprisingly easy and practical, with solid speeds of 2 GB/s reading and 2.5 GB/s writing, on par with PCIe 3.0 NVMe drives. The concept was demo'd on a laptop equipped with an RTX 3050 with 4 GB of GDDR6, but it should work on GPUs with more than 20 GB of VRAM.