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z!T?}{=;Fr5_aPO!ooil%uC|zdb=9ub(ZXEQ1lf*?q&Hq%eWA%r-F&v%=j~@#EhUYT z6`UtW(?e{DqVO}%ySfuU&ZC3kJ+@|EKBEkQ6JQ}AI+p9w0+&6TJ6kLH={@<{mhM5n zC4c8IkJG1udHoj8$vZpT)&VR1r2DuABmXzJ_DS00@JY6I1R4PU1!6XMI{?Q@wGJ&GQW>KbWR-05mYQRGgHtlZ7zTzp9Fj--^c<9;pt$l@#^7b2wJE9-ER2pe^ zEi3Vi)K^WPZ{3f?^amS&x5!KoV47x{kWlowslylbW)%P4w5n_1@r}*?CPB&Ew?%YR zv3}g4S4&IfOwh0XM>ygek0@dlwq)Vyp9}a@^ko>qtj)m_g>$b_T(v9w*-&NCd$c#p z>n$YJmgMib`LNV7Y-zO9DVWk#--Mq|D0p^rIXED9pbAsydv-Y)4X3CvEbgG2+#S9s zr&;n^DE@3SdXlGA6f>R1&^eifByu24$fnRt@#(5n?$Vl@KI;p(IVFqtXMH`tRltWz(@?%K!ZG;cPb9fd_)> z5B=tP&S=1nj;Gc&eivKodmgXzAgS&X8(#WaVBXpUIBgoL(PyLzuR@Pfo{C$x!YOOj z@Q>5L_-y6+d1j?vP-dRDA$UGId~|tI$2mNweW|0Mni&YDctc!2N=v^_sW|y=oNZj{ z!z+FZS)@mwEmQ7=sk~!=H$<@Abx%b1u;o+E7l9LO-71ZVti+o*8bvRC z-;OhM=GnOL)pqeh*jUOWLv*{t%zy^)=hHD{teb9_6uXL0Y(KCWi2d~Z>?|+uAm5IP T?+FJT@YB 如上,传入一段文本,如果我们没有强调注意什么,那么词向量结果可能是平行的,如果我们强调“eating”,那么“eating”这个词的词向量就会有所不同。 + +如果是人为的加权,告诉计算机哪个重要,这显然是不合实际的,应该让计算机自己发现哪些重要。 + +![1609725763643](assets/1609725763643.png) + +> “it”在第一句中是指代“animal”,表示它太累了没有过去。 +> +> “it”在第二句中指代“street”,表示路太窄了没有过去。 +> +> 这里关注的是“animal”,我们希望即使是第二句,“animal”对结果的影响越大。 + + + +#### Self-Attention计算 + +- 输入经过编码后得到的向量。 +- 得到当前词语上下文的关系,可以当做是加权。 +- 构建三个矩阵分别查询当前词跟其它词的关系,以及特征向量的表达。 + +如下图: + +![1609726549882](assets/1609726549882.png) + +> 先转换成向量,构建三个矩阵Q、K、V,求出来第一个词编码的时候怎么找到上下文。右边的W就是权重。 + +这三个矩阵具体做什么: + +- Q: query,要去查询的 +- K: key,等着被查的 +- V: value,实际的特征信息 + +![1609726848038](assets/1609726848038.png) + +> X是输入内容,结果W后,形成Q、K、V不同矩阵的特征向量。 + +![1609730605624](assets/1609730605624.png) + +> q与k的内积表示有多匹配,如果Xa与Xb之间无关的时候,那么其在坐标系上的表示是垂直的;如果有关系,则非垂直,则有夹角有内积,相关性越大,则夹角越小,内积越大。 + + + +#### 特征分配与softmax机制 + +- 最终的的得分值经过softmax就是最终上下文结果![1609740821963](assets/1609740821963.png) + + > 加上dk是因为计算内积会因为向量维度越长,向量维度越大,越大影响就越大,影响不应该根据维度的长宽改变,所以应该除掉向量维度的影响。softemax的计算不理解的可以跳转到[深度学习入门第一章](https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8/%E7%AC%AC%E4%B8%80%E7%AB%A0%E2%80%94%E2%80%94%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%BF%85%E5%A4%87%E7%9F%A5%E8%AF%86%E7%82%B9.md#softmax%E5%88%86%E7%B1%BB%E5%99%A8%E5%88%86%E7%B1%BB%E4%BB%BB%E5%8A%A1) + +- Scaled Dot-Product Attention 不能让分值随着向量维度的增大而增加![1609740873866](assets/1609740873866.png) + + +这样就能计算出来了结果,这个就是Self-Attention机制,内积大的就重要,小的就不重要。 + +每个词的Q会跟整个序列中每个K计算得分,然后基于得分再分配特征 + +![1609741335355](assets/1609741335355.png) + +> 这样就解决了word2vec训练完后词向量不变的问题,每次都跟其它组合项进行计算,从而改变权重和词向量。 + +**再看一遍整体流程** + +![1609741519667](assets/1609741519667.png) + +- input~Score:每个词的Q会跟每个K计算得分。 +- Divide by dk:除掉维度的影响。 +- Softmax:得到最大的概率值。 +- Softmax × Value:求得词向量的编码。 + +这样第一个词就编码完成,后面的第二、第N个词也是如此操作。 + +总结:Attention依靠内积来求得每个词和每个K的得分,且并行求。 \ No newline at end of file