Local Ai
v0.31.2-rc2: llm: allow iGPU mmproj offload with fit padding (#16996)
This release candidate introduces support for offloading the image GPU projection (mmproj) to an integrated GPU when using fit padding in Ollama's LLM processing, addressing technical improvements for
This release candidate introduces support for offloading the image GPU projection (mmproj) to an integrated GPU when using fit padding in Ollama's LLM processing, addressing technical improvements for GPU memory management and multimodal model inference on systems with integrated graphics.
Source: Ollama Releases | 2026-07-07