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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。
The change is an easy a single, our club is presently from the Arizona Region in combination with other SCCA motorsports teams including the road race group. Later on, if SCCA allows the modify, we would run being an unbiased location to generally be acknowledged just as the “Phoenix AZ Solo Area”.
为了解决这个问题，论文提出了使用多个模型（即专家，specialist）去学习，使用一个门控网络（gating network）来决定每个数据应该被哪个模型去训练，这样就可以减轻不同类型样本之间的干扰。
其中， 是 batch 中分配给专家 的 token 占比，计算方式为 batch 中被路由到专家 的 token 数除以总token 数，表示如下：
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Ad In case you end up dragging your crosshair as opposed to immediately putting it over the enemy, you're more likely to reduce much more gunfights. Transferring the reticle takes up worthwhile time and can cause you to miss out on essential chances to protected a victory here or kill.
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