After 20 minutes it loads, but it seems strange to take this long. I put some prints in to narrow down what’s taking the time. It’s getting stuck in accelerate’s dispatch_model function, which is supposed to distribute the loaded model across GPUs. Once the memory is already on the GPU’s, it still takes forever though. Nothing in the code looks suspicious. It doesn't seem like anything intensive happens after ‘Loading checkpoint shards’ completes.
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In recent years, enterprise AI discussions have centered on workforce disruption, return on investment and the mechanics of scaling use cases. Those questions, while important, are increasingly operational. A more structural issue is emerging, one that will define whether AI becomes a durable advantage or a compounding liability.
黄仁勋在GTC释放关键信号：并非所有高价值推理负载都应继续由通用GPU独立承担，部分场景需要引入专门针对解码优化的专用硬件。