其中， 是 batch 中的 token 数量， 是专家的数量， 是路由器的 logits。这个损失函数通过惩罚较大的 logits 值来工作，因为这些值在 softmax 函数中会导致较大的梯度。通过这种方式，Router z-loss 有助于减少训练过程中的不稳定性，并可能提高模型的泛化能力。

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Just two items, the chance to see that any SCCA regional membership income you being a member put in to the location ONLY goes to our area solo application. Next, the choice-generating approach regarding club insurance policies and practices would be produced by local autocross users vs.

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作者还尝试了混合精度的方法，例如用 bfloat16 精度训练专家，同时对其余计算使用全精度进行。较低的精度可以减少处理器间的通信成本、计算成本以及存储 tensor 的内存。然而，在最初的实验中，当专家和门控网络都使用 bfloat16 精度训练时，出现了不稳定的训练现象。这种不稳定性主要是由路由计算引起的，因为路由涉及指数函数等操作，这些操作对精度要求较高。因此，为了保持计算的稳定性和精确性，保持更高的精度是重要的。为了减轻不稳定性，路由过程也使用了全精度。

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The transform is a straightforward one particular, our club is presently within the Arizona Location in combination with other SCCA motorsports groups such as the road race team. Later on, if SCCA makes it possible for the adjust, we would operate being an unbiased location to generally be known just since the “Phoenix website AZ Solo Area”.

Build up fast movement while in the hand you use to press the fire button to raised grasp rotational drag and goal.

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