Merge remote-tracking branch 'origin/liyanyang'

Section06-Neural-Machine-Translation/section06.tex

@@ -22,6 +22,7 @@
 \usepackage{esvect}
 \usepackage{CJKulem}
 \usepackage{booktabs}
+\usepackage{amsmath}
 
 \usepackage{tcolorbox}
 \tcbuselibrary{skins}
@@ -1153,6 +1154,112 @@ NLP问题的隐含结构假设 & 无隐含结构假设，端到端学习 \\
 \item LSTM
 \end{itemize}
 %%% 图
+\begin{center}
+    \begin{tikzpicture}
+        \setlength{\base}{1cm}
+
+        \tikzstyle{wordnode} = [font=\normalsize,align=left]
+        \tikzstyle{auxnode} = [inner sep=0pt,outer sep=0pt,opacity=0,draw=red,fill=red,circle,minimum size=3pt]
+        \tikzstyle{opnode} = [inner sep=0pt,outer sep=0pt,fill=white,font=\normalsize]
+        \tikzstyle{standard} = [rounded corners=5pt]
+        \tikzstyle{emph} = [rounded corners=5pt,very thick,draw=red]
+
+        % Skeleton
+        \begin{scope}[every label/.append style={label distance=1pt,font=\tiny,inner sep=0pt,opacity=0}]
+            \coordinate (aux12) at (0,0);
+            \node[auxnode,label={-45:12}] () at (aux12) {};
+
+            \coordinate (aux22) at ([yshift=\base]aux12);
+            \node[auxnode,label={-45:22}] () at (aux22) {};
+            \coordinate (aux21) at ([xshift=-\base]aux22);
+            \node[auxnode,label={-45:21}] () at (aux21) {};
+            \coordinate (aux23) at ([xshift=\base]aux22);
+            \node[auxnode,label={-45:23}] () at (aux23) {};
+            \coordinate (aux24) at ([xshift=\base]aux23);
+            \node[auxnode,label={-45:24}] () at (aux24) {};
+            \coordinate (aux25) at ([xshift=\base]aux24);
+            \node[auxnode,label={-45:25}] () at (aux25) {};
+            \coordinate (aux26) at ([xshift=\base]aux25);
+            \node[auxnode,label={-45:26}] () at (aux26) {};
+            \coordinate (aux27) at ([xshift=\base]aux26);
+            \node[auxnode,label={-45:27}] () at (aux27) {};
+            \coordinate (aux28) at ([xshift=\base]aux27);
+            \node[auxnode,label={-45:28}] () at (aux28) {};
+            \coordinate (aux29) at ([xshift=\base]aux28);
+            \node[auxnode,label={-45:29}] () at (aux29) {};
+            
+            \coordinate (aux33) at ([yshift=\base]aux23);
+            \node[auxnode,label={-45:33}] () at (aux33) {};
+            \coordinate (aux34) at ([yshift=\base]aux24);
+            \node[auxnode,label={-45:34}] () at (aux34) {};
+            \coordinate (aux35) at ([yshift=\base]aux25);
+            \node[auxnode,label={-45:35}] () at (aux35) {};
+            \coordinate (aux37) at ([yshift=\base]aux27);
+            \node[auxnode,label={-45:37}] () at (aux37) {};
+            
+            \coordinate (aux45) at ([yshift=\base]aux35);
+            \node[auxnode,label={-45:45}] () at (aux45) {};
+            
+            \coordinate (aux55) at ([yshift=\base]aux45);
+            \node[auxnode,label={-45:55}] () at (aux55) {};
+            \ExtractX{$(aux21)$}
+            \ExtractY{$(aux55)$}
+            \coordinate (aux51) at (\XCoord,\YCoord);
+            \node[auxnode,label={-45:51}] () at (aux51) {};
+            \ExtractX{$(aux23)$}
+            \ExtractY{$(aux55)$}
+            \coordinate (aux53) at (\XCoord,\YCoord);
+            \node[auxnode,label={-45:53}] () at (aux53) {};
+            \ExtractX{$(aux28)$}
+            \ExtractY{$(aux55)$}
+            \coordinate (aux58) at (\XCoord,\YCoord);
+            \node[auxnode,label={-45:58}] () at (aux58) {};
+            \ExtractX{$(aux29)$}
+            \ExtractY{$(aux55)$}
+            \coordinate (aux59) at (\XCoord,\YCoord);
+            \node[auxnode,label={-45:59}] () at (aux59) {};
+            
+            \coordinate (aux68) at ([yshift=\base]aux58);
+            \node[auxnode,label={-45:68}] () at (aux68) {};
+        \end{scope}
+
+        \begin{scope}
+            \node[opnode] (f53) at (aux53) {$\bigotimes$};
+            \node[opnode] (u55) at (aux55) {$\bigoplus$};
+            % forget gate
+            \draw[standard] (aux21) -- (aux23) -- (aux33);
+            \draw[-latex,standard] (aux12) -- (aux22) -- (aux23) -- (f53);
+            \node[opnode] () at (aux33) {$\bigodot$};
+            % input gate
+            \node[opnode] (i45) at (aux45) {$\bigotimes$};
+            \draw[-latex,standard] (aux21) -- (aux24) |- (i45);
+            \draw[-latex,standard] (aux21) -- (aux25) -- (u55);
+            \node[opnode] () at (aux34) {$\bigodot$};
+            \node[opnode,draw,rectangle,rounded corners=2pt,inner sep=3pt,font=\small] () at (aux35) {$\mathrm{tanh}$};
+            \node[opnode] (i45) at (aux45) {$\bigotimes$};
+            % cell update
+            \draw[-latex,standard] (aux51) -- (aux59);
+            \node[opnode] (f53) at (aux53) {$\bigotimes$};
+            \node[opnode] (u55) at (aux55) {$\bigoplus$};
+            % output gate
+            \node[opnode] (o27) at (aux27) {$\bigotimes$};
+            \draw[-latex,standard] (u55) -| (o27);
+            \draw[-latex,standard] (aux21) -- (o27);
+            \node[opnode] () at (aux26) {$\bigodot$};
+            \node[opnode,draw,rectangle,rounded corners=2pt,inner sep=3pt,font=\small] () at (aux37) {$\mathrm{tanh}$};
+
+            \draw[-latex,standard] (o27) -- (aux29);
+            \draw[-latex,standard] (o27) -| (aux68);
+        \end{scope}
+
+        \node[wordnode,anchor=south west] () at (aux21) {$h_t$};
+        \node[wordnode,anchor=south west] () at (aux51) {$c_t$};
+        \node[wordnode,anchor=south east] () at (aux29) {$h_{t+1}$};
+        \node[wordnode,anchor=south east] () at (aux59) {$c_{t+1}$};
+        \node[wordnode,anchor=south west] () at (aux12) {$x_t$};
+        \node[wordnode,anchor=north east] () at (aux68) {$h_{t+1}$};
+    \end{tikzpicture}
+\end{center}
 \end{frame}
 
 %%%------------------------------------------------------------------------------------------------------------