Hardware basics
What Is VRAM?
A practical explanation of GPU memory and why it matters when running local language models.
Read this guideLLMGauge guides
Short, source-aware explanations of the memory and runtime concepts behind the calculator.
Try these ideas with catalog examples: explore the Qwen3 4B model profile, compare it with the GeForce RTX 3060 12GB GPU profile, or check your hardware in the calculator.
Hardware basics
A practical explanation of GPU memory and why it matters when running local language models.
Read this guideModel basics
Understand how lower-precision weights reduce memory use and introduce quality trade-offs.
Read this guideRuntime basics
See what it means to run a local model entirely on a GPU, partly on a GPU, or on the CPU.
Read this guideRuntime basics
Why context length affects memory, how LLMGauge estimates supported KV caches, and what those estimates do not guarantee.
Read this guideUsing LLMGauge
Understand what the calculator checks, how explicit KV-cache estimates affect fit, and where uncertainty remains.
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