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a/人人都能看懂的Transformer/第五章——多头注意力机制——全流程.md +++ b/人人都能看懂的Transformer/第五章——多头注意力机制——全流程.md @@ -26,3 +26,16 @@ $$ image-20240502141342857 + + +### Scale缩放 + +缩放层。缩放操作通常用于调整矩阵乘法的结果。在计算注意力分数之前,会将查询和键的矩阵乘法结果除以一个缩放因子,通常是键向量维度的平方根。可以看到上面的它的公式就是让QK矩阵去除以根号下的d_k,而d_k就是每个头的维度,即768除以12个头,得到64,d_k=64。 + +也就是下面这个表的每一个值都会除以64,相当于值会进行缩小。 + +image-20240502142816044 + + + +### Mask