project(macinject)
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"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.，详情可参考今日热点
这不是「模型好坏」的问题理解这个发现的关键在于：非推理模型并不是「更笨」，推理模型也不是「更聪明」——区别在于推理模型会在生成答案之前先「停下来想一想」。