苹果ML工程师Awni Hannun实测，Llama 4 Maverick在单台M3 Ultra-512GB上使用MLX推理框架时速度极快，达到了50 token/秒！ 这些模型拥有极其庞大的参数量，但每次只有少量参数（专家）被激活。由于事先无法预测哪些参数会被激活，因此必须把所有参数同时存放在高速的GPU显存中。

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With its wide-ranging family of hardware, Microsoft has reimagined how we compute—again and again. As the company turns 50, ...