GGUF Quantization Explained 2026: Run 70B Models on One GPU
GGUF quantization makes 70B models run on a single consumer GPU.
GGUF reduces model size by 4-8x. Q4_K_M best quality/size balance. 70B models at Q4 fit in 48GB VRAM. Llama.cpp most popular runner with 70K GitHub stars. Supported by Ollama and LM Studio.
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