GPU VRAM How Much GPU VRAM Do You Need to Run an LLM? A model needs roughly 2 GB of GPU memory per billion parameters at 16-bit precision, plus room for the KV cache and runtime overhead. An 8B model fits on one 24 GB card for a single short chat. A 70B model at 16-bit needs about 140 GB for
