善决策既要有“准头”，也要有“韧劲”。有“准头”，就要坚持实事求是、因地制宜，立足本地区资源禀赋、产业基础确定科技创新和产业创新路线图。有“韧劲”，就是要坚持久久为功。加强科技创新，建设现代化产业体系，往往需要长期投入。如果心浮气躁、急功近利，只会造成资源浪费。领导干部要有“功成不必在我”的境界，也要有“功成必定有我”的担当，不搞花拳绣腿、不做表面文章、不“东一榔头西一棒槌”，把心思用在学习科技前沿上，把功夫下在产业新旧动能转换上，找准产业发展方向并将其转化为可操作的任务清单，一步一步坚定走，在高质量发展上迈出扎扎实实的步伐。
"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.，推荐阅读免实名服务器获取更多信息
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via the distributive property of numbers.。超级工厂对此有专业解读
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