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值得注意的是，"noaux_tc" is the only topk_method available. Why can't we put it in train mode? Well, this implementation of the MoEGate isn't differentiable. I guess whoever implemented it decided that it should fail on the forward pass rather than possibly silently failing by not updating the router weights. That said, requires_grad for the gate was false and I intentionally did not attach LoRA’s to it, so the routers wouldn’t train. The routers are likely already fine without additional training, and they might be unstable to train or throw off expert load balancing.
在这一背景下，其次，过去的硬件是交互和计算并行的，但是AI时代的交互和计算是解耦的。在AI硬件上一般是端侧跑一个小的操作系统，负责交互，云端再跑一个，负责计算，同时端侧和云端还要互相协同工作。
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