AMD GPU for Local LLMs: ROCm vs Vulkan, and Can the RX 7900 XTX or 9070 XT Do the Job?
Using an AMD GPU for local LLMs? See Ollama’s support list, choose ROCm or Vulkan, compare RX 7900 XTX and 9070 XT bandwidth, and fix common errors.
Using an AMD GPU for local LLMs? See Ollama’s support list, choose ROCm or Vulkan, compare RX 7900 XTX and 9070 XT bandwidth, and fix common errors.
Choosing a laptop for local LLMs? Compare RTX 50 laptop VRAM, bandwidth and power limits, cooling, and Mac unified memory, and see what 8GB to 24GB can run.
Find the best GPU for local LLM use: VRAM tiers from 8GB to 32GB, matching models, bandwidth, power draw and dated price ranges, plus buying pitfalls.
Want to run an LLM locally? Learn how much VRAM you need, which models fit 8GB to 48GB, and how to get your first model running with Ollama in five steps.
Planning a local LLM PC build? Four VRAM tiers from 12GB to 32GB, with CPU, RAM, PSU and storage advice, a GPU price snapshot and a build checklist.
Ollama not using GPU? Confirm with ollama ps, then check NVIDIA drivers, AMD ROCm, Vulkan, Mac and Docker, with the env vars and log paths to use.
Which LLMs fit on 24GB VRAM? 27B–32B dense and 30B MoE models with memory estimates, long-context headroom, 3090 vs 4090, and why 70B doesn’t fit.
Run an LLM on 8GB VRAM: Ollama picks for chat, reasoning, coding and vision with file sizes, context settings, 8GB card comparison and upgrade advice.