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What GPU do you need to run Mistral Large 3 675B?

673.42B params 288K max context VisionTool useReasoning

The smallest GPU memory that runs Mistral Large 3 675B well is 512 GB (Q4_K_M, e.g. M3 Ultra). 2 of 132 GPUs run it well. It's a mixture-of-experts model, so all weights must fit in memory but speed depends only on the active experts.

MMLU 73.11

VRAM needed per quantization

QuantizationWeights16K context32K contextFull 288K
Q4_K_M379.0 GB380.1 GB381.1 GB397.8 GB
Q8_0666.5 GB667.6 GB668.6 GB685.3 GB

Weights plus fp16 KV cache. Leave ~1 GB headroom for the inference engine.

GPUs that can run Mistral Large 3 675B

Best quantization that fits on each GPU, with the context and speed it gets. For chips with several memory sizes, the smallest that works is shown.

Apple

  • M3 Ultra 512 GB Q4_K_M 288K context · ~34 tok/s
  • M5 Ultra 512 GB Q4_K_M 288K context · ~50 tok/s
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