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首先，由于UE8M0不含尾数与符号位，处理器在根据缩放因子对数据进行复原时，只需要乘以对应的2的幂，也就是移动一下指数位，而不需要浮点乘法、规格化或舍入逻辑，缩短了时钟关键路径。 另外UE8M0还能解决单尺度FP8无法同时顾及大/小值，导致溢出或被压成0的问题，将UE8M0作为分块的尺度后，错误率曲线从整张曲线下降到一条远低水平的横线，在保持8 bit张量精度的同时大幅减少信息损失。

这里头的逻辑也很简单清晰，正是由于UE8M0 FP8精度格式所具备的上述优势（更小的带宽、更低的功耗、更高的吞吐），这意味着同样的硬件今后能跑更大的模型，所以国产芯片的“性价比”被大幅拉高了。