… Unified memory wins on cost-per-GB at the top, not in the middle. For the 400GB-plus class, the Nvidia alternative is not a normal stack of consumer cards, but a multi-accelerator server with enough A100/H100/H200-class memory to keep the model resident. …
… HAGS commits a part of your GPU's memory What isn't talked about enough, however, is the cost of hardware-accelerated GPU scheduling. When HAGS is enabled, the GPU reserves a chunk of its memory for scheduling tasks. …
… If a 5060 Ti 8GB can play the latest triple-A release at 1080p with the right combination of texture pool tuning, NTC adoption, and DLSS, there's no market pressure to put more memory on next year's card either. …
… Nvidia Tesla P40 Memory Clock Speed 1808 MHz Architecture PAscal Process 16 nm Base Clock Speed 1303 MHz Boost Clock Speed 1531 MHz Memory Capacity 24 GB A cracking GPU for the home lab, offering plenty of VRAM and processing capabilities for running larger local LLMs. …
… A decreased VRAM pressure doesn't automatically mean that the workload disappears, though. It just shifts the goalposts. Neural Texture Compression will trade memory bandwidth and capacity for real-time reconstruction on Tensor cores instead. …