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合并分支 'zengxin' 到 'caorunzhe' 

Zengxin

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正在显示 包含 77 行增加 和 76 行删除
Chapter10/Figures/figure-3-base-problom-of-p.tex
...@@ -15,9 +15,9 @@ ...@@ -15,9 +15,9 @@
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {\tiny{$e_x()$}}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {\tiny{$e_x()$}};
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.3\base]eemb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.3\base]eemb\x.north) {};
\node[] (enclabel1) at (enc1) {\tiny{$\textbf{h}_{m-2}$}}; \node[] (enclabel1) at (enc1) {\tiny{$\vectorn{h}_{m-2}$}};
\node[] (enclabel2) at (enc2) {\tiny{$\textbf{h}_{m-1}$}}; \node[] (enclabel2) at (enc2) {\tiny{$\vectorn{h}_{m-1}$}};
\node[rnnnode,fill=purple!30!white] (enclabel3) at (enc3) {\tiny{$\textbf{h}_{m}$}}; \node[rnnnode,fill=purple!30!white] (enclabel3) at (enc3) {\tiny{$\vectorn{h}_{m}$}};
\node[wordnode,left=0.4\base of enc1] (init1) {$\cdots$}; \node[wordnode,left=0.4\base of enc1] (init1) {$\cdots$};
\node[wordnode,left=0.4\base of eemb1] (init2) {$\cdots$}; \node[wordnode,left=0.4\base of eemb1] (init2) {$\cdots$};
...@@ -29,7 +29,7 @@ ...@@ -29,7 +29,7 @@
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([yshift=\base]enc\x.north) {\tiny{$e_y()$}}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([yshift=\base]enc\x.north) {\tiny{$e_y()$}};
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.3\base]demb\x.north) {{\tiny{$\textbf{s}_\x$}}}; \node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.3\base]demb\x.north) {{\tiny{$\vectorn{s}_\x$}}};
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=south] (softmax\x) at ([yshift=0.3\base]dec\x.north) {\tiny{Softmax}}; \node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=south] (softmax\x) at ([yshift=0.3\base]dec\x.north) {\tiny{Softmax}};
\node[wordnode,right=0.4\base of demb3] (end1) {$\cdots$}; \node[wordnode,right=0.4\base of demb3] (end1) {$\cdots$};
...@@ -73,7 +73,7 @@ ...@@ -73,7 +73,7 @@
\draw[-latex'] (enc3.north) .. controls +(north:0.3\base) and +(east:\base) .. (bridge) .. controls +(west:2.7\base) and +(west:0.3\base) .. (dec1.west); \draw[-latex'] (enc3.north) .. controls +(north:0.3\base) and +(east:\base) .. (bridge) .. controls +(west:2.7\base) and +(west:0.3\base) .. (dec1.west);
{ {
\node [anchor=east] (line1) at ([xshift=-3em,yshift=0.5em]softmax1.west) {\scriptsize{基于RNN的隐层状态$\textbf{s}_i$}}; \node [anchor=east] (line1) at ([xshift=-3em,yshift=0.5em]softmax1.west) {\scriptsize{基于RNN的隐层状态$\vectorn{s}_i$}};
\node [anchor=north west] (line2) at ([yshift=0.3em]line1.south west) {\scriptsize{预测目标词的概率}}; \node [anchor=north west] (line2) at ([yshift=0.3em]line1.south west) {\scriptsize{预测目标词的概率}};
\node [anchor=north west] (line3) at ([yshift=0.3em]line2.south west) {\scriptsize{通常，用Softmax函数}}; \node [anchor=north west] (line3) at ([yshift=0.3em]line2.south west) {\scriptsize{通常，用Softmax函数}};
\node [anchor=north west] (line4) at ([yshift=0.3em]line3.south west) {\scriptsize{实现 $\textrm{P}(y_i|...)$}}; \node [anchor=north west] (line4) at ([yshift=0.3em]line3.south west) {\scriptsize{实现 $\textrm{P}(y_i|...)$}};
...@@ -90,7 +90,7 @@ ...@@ -90,7 +90,7 @@
\node [anchor=west] (line21) at ([xshift=1.3em,yshift=1.5em]enc3.east) {\scriptsize{源语编码器最后一个}}; \node [anchor=west] (line21) at ([xshift=1.3em,yshift=1.5em]enc3.east) {\scriptsize{源语编码器最后一个}};
\node [anchor=north west] (line22) at ([yshift=0.3em]line21.south west) {\scriptsize{循环单元的输出被}}; \node [anchor=north west] (line22) at ([yshift=0.3em]line21.south west) {\scriptsize{循环单元的输出被}};
\node [anchor=north west] (line23) at ([yshift=0.3em]line22.south west) {\scriptsize{看作是句子的表示,}}; \node [anchor=north west] (line23) at ([yshift=0.3em]line22.south west) {\scriptsize{看作是句子的表示,}};
\node [anchor=north west] (line24) at ([yshift=0.3em]line23.south west) {\scriptsize{记为$\textbf{C}$}}; \node [anchor=north west] (line24) at ([yshift=0.3em]line23.south west) {\scriptsize{记为$\vectorn{C}$}};
} }
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
......
Chapter10/Figures/figure-a-simple-example-for-tl.tex
...@@ -9,14 +9,14 @@ ...@@ -9,14 +9,14 @@
\node [pos=0.4,left,xshift=-36em,yshift=7em,font=\small] (original0) {\quad 源语（中文）输入：}; \node [pos=0.4,left,xshift=-36em,yshift=7em,font=\small] (original0) {\quad 源语（中文）输入：};
\node [pos=0.4,left,xshift=-22em,yshift=7em,font=\small] (original1) { \node [pos=0.4,left,xshift=-22em,yshift=7em,font=\small] (original1) {
\begin{tabular}[t]{l} \begin{tabular}[t]{l}
\parbox{14em}{``我''、``很''、``好''、``<eos>'' } \parbox{14em}{“我”、“很”、“好”、“<eos>” }
\end{tabular} \end{tabular}
}; };
%译文1--------------mt1 %译文1--------------mt1
\node[font=\small] (mt1) at ([xshift=0em,yshift=-1em]original0.south) {目标语（英文）输出：}; \node[font=\small] (mt1) at ([xshift=0em,yshift=-1em]original0.south) {目标语（英文）输出：};
\node[font=\small] (ts1) at ([xshift=0em,yshift=-1em]original1.south) { \node[font=\small] (ts1) at ([xshift=0em,yshift=-1em]original1.south) {
\begin{tabular}[t]{l} \begin{tabular}[t]{l}
\parbox{14em}{``I''、``am''、``fine''、``<eos>''} \parbox{14em}{“I”、“am”、“fine”、“<eos>”}
\end{tabular} \end{tabular}
}; };
......
Chapter10/Figures/figure-calculation-process-of-context-vector-c.tex
...@@ -8,26 +8,26 @@ ...@@ -8,26 +8,26 @@
\begin{scope} \begin{scope}
\node [anchor=west,draw,fill=red!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h1) at (0,0) {\scriptsize{$\textbf{h}_1$}}; \node [anchor=west,draw,fill=red!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h1) at (0,0) {\scriptsize{$\vectorn{h}_1$}};
\node [anchor=west,draw,fill=red!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h2) at ([xshift=1em]h1.east) {\scriptsize{$\textbf{h}_2$}}; \node [anchor=west,draw,fill=red!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h2) at ([xshift=1em]h1.east) {\scriptsize{$\vectorn{h}_2$}};
\node [anchor=west,inner sep=0pt,minimum width=3em] (h3) at ([xshift=0.5em]h2.east) {\scriptsize{...}}; \node [anchor=west,inner sep=0pt,minimum width=3em] (h3) at ([xshift=0.5em]h2.east) {\scriptsize{...}};
\node [anchor=west,draw,fill=red!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h4) at ([xshift=0.5em]h3.east) {\scriptsize{$\textbf{h}_m$}}; \node [anchor=west,draw,fill=red!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h4) at ([xshift=0.5em]h3.east) {\scriptsize{$\vectorn{h}_m$}};
\node [anchor=south,circle,minimum size=1.0em,draw,ublue,thick] (sum) at ([yshift=2em]h2.north east) {}; \node [anchor=south,circle,minimum size=1.0em,draw,ublue,thick] (sum) at ([yshift=2em]h2.north east) {};
\draw [thick,-,ublue] (sum.north) -- (sum.south); \draw [thick,-,ublue] (sum.north) -- (sum.south);
\draw [thick,-,ublue] (sum.west) -- (sum.east); \draw [thick,-,ublue] (sum.west) -- (sum.east);
\node [anchor=south,draw,fill=green!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th1) at ([yshift=2em,xshift=-1em]sum.north west) {\scriptsize{$\textbf{s}_{j-1}$}}; \node [anchor=south,draw,fill=green!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th1) at ([yshift=2em,xshift=-1em]sum.north west) {\scriptsize{$\vectorn{s}_{j-1}$}};
\node [anchor=west,draw,fill=green!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th2) at ([xshift=2em]th1.east) {\scriptsize{$\textbf{s}_{j}$}}; \node [anchor=west,draw,fill=green!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th2) at ([xshift=2em]th1.east) {\scriptsize{$\vectorn{s}_{j}$}};
\draw [->] (h1.north) .. controls +(north:0.8) and +(west:1) .. (sum.190) node [pos=0.3,left] {\scriptsize{$\alpha_{1,j}$}}; \draw [->] (h1.north) .. controls +(north:0.8) and +(west:1) .. (sum.190) node [pos=0.2,left] {\scriptsize{$\alpha_{1,j}$}};
\draw [->] (h2.north) .. controls +(north:0.6) and +(220:0.2) .. (sum.220) node [pos=0.2,right] {\scriptsize{$\alpha_{2,j}$}}; \draw [->] (h2.north) .. controls +(north:0.6) and +(220:0.2) .. (sum.220) node [pos=0.2,right] {\scriptsize{$\alpha_{2,j}$}};
\draw [->] (h4.north) .. controls +(north:0.8) and +(east:1) .. (sum.-10) node [pos=0.1,left] (alphan) {\scriptsize{$\alpha_{m,j}$}}; \draw [->] (h4.north) .. controls +(north:0.8) and +(east:1) .. (sum.-10) node [pos=0.1,left] (alphan) {\scriptsize{$\alpha_{m,j}$}};
\draw [->] ([xshift=-1.5em]th1.west) -- ([xshift=-0.1em]th1.west); \draw [->] ([xshift=-1.5em]th1.west) -- ([xshift=-0.1em]th1.west);
\draw [->] ([xshift=0.1em]th1.east) -- ([xshift=-0.1em]th2.west); \draw [->] ([xshift=0.1em]th1.east) -- ([xshift=-0.1em]th2.west);
\draw [->] ([xshift=0.1em]th2.east) -- ([xshift=1.5em]th2.east); \draw [->] ([xshift=0.1em]th2.east) -- ([xshift=1.5em]th2.east);
\draw [->] (sum.north) .. controls +(north:0.8) and +(west:0.2) .. ([yshift=-0.4em,xshift=-0.1em]th2.west) node [pos=0.2,right] (ci) {\scriptsize{$\textbf{C}_{j}$}}; \draw [->] (sum.north) .. controls +(north:0.8) and +(west:0.2) .. ([yshift=-0.4em,xshift=-0.1em]th2.west) node [pos=0.2,right] (ci) {\scriptsize{$\vectorn{C}_{j}$}};
\node [anchor=south,inner sep=1pt] (output) at ([yshift=0.8em]th2.north) {\scriptsize{输出层}}; \node [anchor=south,inner sep=1pt] (output) at ([yshift=0.8em]th2.north) {\scriptsize{输出层}};
\draw [->] ([yshift=0.1em]th2.north) -- ([yshift=-0.1em]output.south); \draw [->] ([yshift=0.1em]th2.north) -- ([yshift=-0.1em]output.south);
...@@ -39,11 +39,11 @@ ...@@ -39,11 +39,11 @@
\node [anchor=north] (enc42) at ([yshift=0.5em]enc4.south) {\scriptsize{(位置$4$)}}; \node [anchor=north] (enc42) at ([yshift=0.5em]enc4.south) {\scriptsize{(位置$4$)}};
{ {
\node [anchor=west] (math1) at ([xshift=5em,yshift=1em]th2.east) {$\textbf{C}_j = \sum_{i} \alpha_{i,j} \textbf{h}_i \ \ $}; \node [anchor=west] (math1) at ([xshift=5em,yshift=1em]th2.east) {$\vectorn{C}_j = \sum_{i} \alpha_{i,j} \vectorn{h}_i \ \ $};
} }
{ {
\node [anchor=north west] (math2) at ([yshift=-2em]math1.south west) {$\alpha_{i,j} = \frac{\exp(\beta_{i,j})}{\sum_{i'} \exp(\beta_{i',j})}$}; \node [anchor=north west] (math2) at ([yshift=-2em]math1.south west) {$\alpha_{i,j} = \frac{\exp(\beta_{i,j})}{\sum_{i'} \exp(\beta_{i',j})}$};
\node [anchor=north west] (math3) at ([yshift=-0em]math2.south west) {$\beta_{i,j} = a(\textbf{s}_{j-1}, \textbf{h}_i)$}; \node [anchor=north west] (math3) at ([yshift=-0em]math2.south west) {$\beta_{i,j} = a(\vectorn{s}_{j-1}, \vectorn{h}_i)$};
} }
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
......
Chapter10/Figures/figure-encoder-decoder-process.tex
...@@ -2,9 +2,9 @@ ...@@ -2,9 +2,9 @@
\begin{scope} \begin{scope}
\small{ \small{
\node [anchor=south west,minimum width=15em] (source) at (0,0) {\textbf{source}: 我\ \ \ \ 对\ \ \ \ 你\ \ \ \ 感到\ \ \ \ 满意}; \node [anchor=south west,minimum width=15em] (source) at (0,0) {\textbf{源语}: 我\ \ \ \ 对\ \ \ \ 你\ \ \ \ 感到\ \ \ \ 满意};
{ {
\node [anchor=south west,minimum width=15em] (target) at ([yshift=12em]source.north west) {\textbf{target}: I\ \ am\ \ \ satisfied\ \ \ with\ \ \ you}; \node [anchor=south west,minimum width=15em] (target) at ([yshift=12em]source.north west) {\textbf{目标语}: I\ \ am\ \ \ satisfied\ \ \ with\ \ \ you};
} }
{ {
\node [anchor=center,minimum width=9.6em,minimum height=1.8em,draw,rounded corners=0.3em] (hidden) at ([yshift=6em]source.north) {}; \node [anchor=center,minimum width=9.6em,minimum height=1.8em,draw,rounded corners=0.3em] (hidden) at ([yshift=6em]source.north) {};
...@@ -24,7 +24,7 @@ ...@@ -24,7 +24,7 @@
\node [anchor=west,minimum width=1.5em,minimum size=1.5em] (cell08) at (cell06.east){\small{ \node [anchor=west,minimum width=1.5em,minimum size=1.5em] (cell08) at (cell06.east){\small{
\hspace{0.6em} \hspace{0.6em}
\begin{tabular}{l} \begin{tabular}{l}
源语言句子的``表示'' 源语句子的“表示”
\end{tabular} \end{tabular}
} }
}; };
......
Chapter10/Figures/figure-encoder-decoder-with-attention.tex
...@@ -80,9 +80,9 @@ ...@@ -80,9 +80,9 @@
\draw[<-] ([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north); \draw[<-] ([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north);
\draw [->] ([yshift=3em]s6.north) -- ([yshift=4em]s6.north) -- ([yshift=4em]t1.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c1) {\scriptsize{表示$\textbf{C}_1$}} -- ([yshift=3em]t1.north) ; \draw [->] ([yshift=3em]s6.north) -- ([yshift=4em]s6.north) -- ([yshift=4em]t1.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c1) {\scriptsize{表示$\vectorn{C}_1$}} -- ([yshift=3em]t1.north) ;
\draw [->] ([yshift=3em]s5.north) -- ([yshift=5.3em]s5.north) -- ([yshift=5.3em]t2.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c2) {\scriptsize{表示$\textbf{C}_2$}} -- ([yshift=3em]t2.north) ; \draw [->] ([yshift=3em]s5.north) -- ([yshift=5.3em]s5.north) -- ([yshift=5.3em]t2.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c2) {\scriptsize{表示$\vectorn{C}_2$}} -- ([yshift=3em]t2.north) ;
\draw [->] ([yshift=3.5em]s3.north) -- ([yshift=6.6em]s3.north) -- ([yshift=6.6em]t4.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c3) {\scriptsize{表示$\textbf{C}_i$}} -- ([yshift=3.5em]t4.north) ; \draw [->] ([yshift=3.5em]s3.north) -- ([yshift=6.6em]s3.north) -- ([yshift=6.6em]t4.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c3) {\scriptsize{表示$\vectorn{C}_i$}} -- ([yshift=3.5em]t4.north) ;
\node [anchor=north] (smore) at ([yshift=3.5em]s3.north) {...}; \node [anchor=north] (smore) at ([yshift=3.5em]s3.north) {...};
\node [anchor=north] (tmore) at ([yshift=3.5em]t4.north) {...}; \node [anchor=north] (tmore) at ([yshift=3.5em]t4.north) {...};
......
Chapter10/Figures/figure-example-of-context-vector-calculation-process.tex
...@@ -104,9 +104,9 @@ ...@@ -104,9 +104,9 @@
%\visible<3-> %\visible<3->
{ {
% coverage score formula node % coverage score formula node
\node [anchor=north west] (formula) at ([xshift=-0.3\hnode,yshift=-1.5\hnode]attn11.south) {\small{不同$\textbf{C}_j$所对应的源语言词的权重是不同的}}; \node [anchor=north west] (formula) at ([xshift=-0.3\hnode,yshift=-1.5\hnode]attn11.south) {\small{不同$\vectorn{C}_j$所对应的源语言词的权重是不同的}};
\node [anchor=north west] (example) at (formula.south west) {\footnotesize{$\textbf{C}_2=0.4 \times \textbf{h}(\textrm{``你''}) + 0.4 \times \textbf{h}(\textrm{``什么''}) +$}}; \node [anchor=north west] (example) at (formula.south west) {\footnotesize{$\vectorn{C}_2=0.4 \times \vectorn{h}(\textrm{“你”}) + 0.4 \times \vectorn{h}(\textrm{“什么”}) +$}};
\node [anchor=north west] (example2) at ([yshift=0.4em]example.south west) {\footnotesize{$\ \ \ \ \ \ \ \ 0 \times \textbf{h}(\textrm{``都''}) + 0.1 \times \textbf{h}(\textrm{`` 没''}) + ..$}}; \node [anchor=north west] (example2) at ([yshift=0.4em]example.south west) {\footnotesize{$\ \ \ \ \ \ \ \ 0 \times \vectorn{h}(\textrm{“都”}) + 0.1 \times \vectorn{h}(\textrm{“ 没”}) + ..$}};
} }
%\visible<3-> %\visible<3->
...@@ -138,12 +138,12 @@ ...@@ -138,12 +138,12 @@
%\visible<2-> %\visible<2->
{ {
\node[anchor=west] (sc1) at ([xshift=0.9\hnode]attn16.east) {$\textbf{C}_1 = \sum_{i=1}^{8} \alpha_{i1} \textbf{h}_{i}$}; \node[anchor=west] (sc1) at ([xshift=0.9\hnode]attn16.east) {$\vectorn{C}_1 = \sum_{i=1}^{8} \alpha_{i1} \vectorn{h}_{i}$};
} }
%\visible<3-> %\visible<3->
{ {
\node[anchor=west] (sc2) at ([xshift=0.9\hnode,yshift=0.0\hnode]attn26.east) {$\textbf{C}_2 = \sum_{i=1}^{8} \alpha_{i2} \textbf{h}_{i}$}; \node[anchor=west] (sc2) at ([xshift=0.9\hnode,yshift=0.0\hnode]attn26.east) {$\vectorn{C}_2 = \sum_{i=1}^{8} \alpha_{i2} \vectorn{h}_{i}$};
} }
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
Chapter10/Figures/figure-gru01.tex
...@@ -78,8 +78,8 @@ ...@@ -78,8 +78,8 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at (aux71) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at (aux71) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
\end{scope} \end{scope}
......
Chapter10/Figures/figure-gru02.tex
...@@ -91,8 +91,8 @@ ...@@ -91,8 +91,8 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at (aux71) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at (aux71) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
\end{scope} \end{scope}
......
Chapter10/Figures/figure-gru03.tex
...@@ -109,11 +109,11 @@ ...@@ -109,11 +109,11 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at (aux71) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at (aux71) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
{ {
\node[wordnode,anchor=east] () at (aux87) {$\mathbf{h}_{t}$}; \node[wordnode,anchor=east] () at (aux87) {$\vectorn{h}_{t}$};
\node[wordnode,anchor=south] () at (aux78) {$\mathbf{h}_{t}$}; \node[wordnode,anchor=south] () at (aux78) {$\vectorn{h}_{t}$};
} }
\end{scope} \end{scope}
......
Chapter10/Figures/figure-lstm01.tex
...@@ -84,9 +84,9 @@ ...@@ -84,9 +84,9 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\mathbf{c}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\vectorn{c}_{t-1}$};
\end{scope} \end{scope}
......
Chapter10/Figures/figure-lstm02.tex
...@@ -99,9 +99,9 @@ ...@@ -99,9 +99,9 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\mathbf{c}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\vectorn{c}_{t-1}$};
\end{scope} \end{scope}
......
Chapter10/Figures/figure-lstm03.tex
...@@ -113,11 +113,11 @@ ...@@ -113,11 +113,11 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\mathbf{c}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\vectorn{c}_{t-1}$};
{ {
\node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux59) {$\mathbf{c}_{t}$}; \node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux59) {$\vectorn{c}_{t}$};
} }
\end{scope} \end{scope}
......
Chapter10/Figures/figure-lstm04.tex
...@@ -131,15 +131,15 @@ ...@@ -131,15 +131,15 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\mathbf{c}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\vectorn{c}_{t-1}$};
{ {
\node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux59) {$\mathbf{c}_{t}$}; \node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux59) {$\vectorn{c}_{t}$};
} }
{ {
\node[wordnode,anchor=east] () at (aux68) {$\mathbf{h}_{t}$}; \node[wordnode,anchor=east] () at (aux68) {$\vectorn{h}_{t}$};
\node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux29) {$\mathbf{h}_{t}$}; \node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux29) {$\vectorn{h}_{t}$};
} }
\end{scope} \end{scope}
......
Chapter10/Figures/figure-output-layer-structur.tex
...@@ -123,7 +123,7 @@ ...@@ -123,7 +123,7 @@
\draw [->,thick] ([xshift=0.2em,yshift=0.1em]hidden.north west) -- (target.south west); \draw [->,thick] ([xshift=0.2em,yshift=0.1em]hidden.north west) -- (target.south west);
\draw [->,thick] ([xshift=-0.2em,yshift=0.1em]hidden.north east) -- (target.south east); \draw [->,thick] ([xshift=-0.2em,yshift=0.1em]hidden.north east) -- (target.south east);
\node [anchor=south] () at ([yshift=0.3em]hidden.north) {\scriptsize{$\hat{\mathbf{s}}=\mathbf{Ws}$}}; \node [anchor=south] () at ([yshift=0.3em]hidden.north) {\scriptsize{$\hat{\vectorn{s}}=\vectorn{Ws}$}};
} }
{ {
......
Chapter10/Figures/figure-query-model-corresponding-to-attention-mechanism.tex
...@@ -12,17 +12,17 @@ ...@@ -12,17 +12,17 @@
\tikzstyle{rnode} = [draw,minimum width=3.5em,minimum height=1.2em] \tikzstyle{rnode} = [draw,minimum width=3.5em,minimum height=1.2em]
\node [rnode,anchor=south west,fill=red!20!white] (value1) at (0,0) {\scriptsize{$\textbf{h}(\textrm{``你''})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value1) at (0,0) {\scriptsize{$\vectorn{h}(\textrm{“你”})$}};
\node [rnode,anchor=south west,fill=red!20!white] (value2) at ([xshift=1em]value1.south east) {\scriptsize{$\textbf{h}(\textrm{``什么''})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value2) at ([xshift=1em]value1.south east) {\scriptsize{$\vectorn{h}(\textrm{“什么”})$}};
\node [rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=1em]value2.south east) {\scriptsize{$\textbf{h}(\textrm{``也''})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=1em]value2.south east) {\scriptsize{$\vectorn{h}(\textrm{“也”})$}};
\node [rnode,anchor=south west,fill=red!20!white] (value4) at ([xshift=1em]value3.south east) {\scriptsize{$\textbf{h}(\textrm{``没''})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value4) at ([xshift=1em]value3.south east) {\scriptsize{$\vectorn{h}(\textrm{“没”})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key1) at ([yshift=0.2em]value1.north west) {\scriptsize{$\textbf{h}(\textrm{``你''})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key1) at ([yshift=0.2em]value1.north west) {\scriptsize{$\vectorn{h}(\textrm{“你”})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key2) at ([yshift=0.2em]value2.north west) {\scriptsize{$\textbf{h}(\textrm{``什么''})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key2) at ([yshift=0.2em]value2.north west) {\scriptsize{$\vectorn{h}(\textrm{“什么”})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key3) at ([yshift=0.2em]value3.north west) {\scriptsize{$\textbf{h}(\textrm{``也''})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key3) at ([yshift=0.2em]value3.north west) {\scriptsize{$\vectorn{h}(\textrm{“也”})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key4) at ([yshift=0.2em]value4.north west) {\scriptsize{$\textbf{h}(\textrm{``没''})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key4) at ([yshift=0.2em]value4.north west) {\scriptsize{$\vectorn{h}(\textrm{“没”})$}};
\node [rnode,anchor=east] (query) at ([xshift=-2em]key1.west) {\scriptsize{$\textbf{s}(\textrm{``you''})$}}; \node [rnode,anchor=east] (query) at ([xshift=-2em]key1.west) {\scriptsize{$\vectorn{s}(\textrm{“you”})$}};
\node [anchor=east] (querylabel) at ([xshift=-0.2em]query.west) {\scriptsize{query}}; \node [anchor=east] (querylabel) at ([xshift=-0.2em]query.west) {\scriptsize{query}};
\draw [->] ([yshift=1pt,xshift=6pt]query.north) .. controls +(90:1em) and +(90:1em) .. ([yshift=1pt]key1.north); \draw [->] ([yshift=1pt,xshift=6pt]query.north) .. controls +(90:1em) and +(90:1em) .. ([yshift=1pt]key1.north);
......
Chapter10/Figures/figure-the-whole-of-lstm.tex
...@@ -141,15 +141,15 @@ ...@@ -141,15 +141,15 @@
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\mathbf{h}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux21) {$\vectorn{h}_{t-1}$};
\node[wordnode,anchor=west] () at (aux12) {$\mathbf{x}_t$}; \node[wordnode,anchor=west] () at (aux12) {$\vectorn{x}_t$};
\node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\mathbf{c}_{t-1}$}; \node[wordnode,anchor=south] () at ([xshift=0.5\base]aux51) {$\vectorn{c}_{t-1}$};
{ {
\node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux59) {$\mathbf{c}_{t}$}; \node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux59) {$\vectorn{c}_{t}$};
} }
{ {
\node[wordnode,anchor=east] () at (aux68) {$\mathbf{h}_{t}$}; \node[wordnode,anchor=east] () at (aux68) {$\vectorn{h}_{t}$};
\node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux29) {$\mathbf{h}_{t}$}; \node[wordnode,anchor=south] () at ([xshift=-0.5\base]aux29) {$\vectorn{h}_{t}$};
} }
\end{scope} \end{scope}
...@@ -170,19 +170,19 @@ ...@@ -170,19 +170,19 @@
\begin{scope} \begin{scope}
{ {
% forget gate formula % forget gate formula
\node[formulanode,anchor=south east,text width=10em] () at ([shift={(4\base,1.5\base)}]aux51) {遗忘门\\$\mathbf{f}_t=\sigma(\mathbf{W}_f[\mathbf{h}_{t-1},\mathbf{x}_t]+\mathbf{b}_f)$}; \node[formulanode,anchor=south east,text width=10em] () at ([shift={(4\base,1.5\base)}]aux51) {遗忘门\\$\vectorn{f}_t=\sigma(\vectorn{W}_f[\vectorn{h}_{t-1},\vectorn{x}_t]+\vectorn{b}_f)$};
} }
{ {
% input gate formula % input gate formula
\node[formulanode,anchor=north east,text width=10em] () at ([shift={(4\base,-1.5\base)}]aux21) {输入门\\$\mathbf{i}_t=\sigma(\mathbf{W}_i[\mathbf{h}_{t-1},\mathbf{x}_t]+\mathbf{b}_i)$\\$\hat{\mathbf{c}}_t=\mathrm{tanh}(\mathbf{W}_c[\mathbf{h}_{t-1},\mathbf{x}_t]+\mathbf{b}_c)$}; \node[formulanode,anchor=north east,text width=10em] () at ([shift={(4\base,-1.5\base)}]aux21) {输入门\\$\vectorn{i}_t=\sigma(\vectorn{W}_i[\vectorn{h}_{t-1},\vectorn{x}_t]+\vectorn{b}_i)$\\$\hat{\vectorn{c}}_t=\mathrm{tanh}(\vectorn{W}_c[\vectorn{h}_{t-1},\vectorn{x}_t]+\vectorn{b}_c)$};
} }
{ {
% cell update formula % cell update formula
\node[formulanode,anchor=south west,text width=10em] () at ([shift={(-4\base,1.5\base)}]aux59) {记忆更新\\$\mathbf{c}_{t}=\mathbf{f}_t\cdot \mathbf{c}_{t-1}+\mathbf{i}_t\cdot \hat{\mathbf{c}}_t$}; \node[formulanode,anchor=south west,text width=10em] () at ([shift={(-4\base,1.5\base)}]aux59) {记忆更新\\$\vectorn{c}_{t}=\vectorn{f}_t\cdot \vectorn{c}_{t-1}+\vectorn{i}_t\cdot \hat{\vectorn{c}}_t$};
} }
{ {
% output gate formula % output gate formula
\node[formulanode,anchor=north west,text width=10em] () at ([shift={(-4\base,-1.5\base)}]aux29) {输出门\\$\mathbf{o}_t=\sigma(\mathbf{W}_o[\mathbf{h}_{t-1},\mathbf{x}_t]+\mathbf{b}_o)$\\$\mathbf{h}_{t}=\mathbf{o}_t\cdot \mathrm{tanh}(\mathbf{c}_{t})$}; \node[formulanode,anchor=north west,text width=10em] () at ([shift={(-4\base,-1.5\base)}]aux29) {输出门\\$\vectorn{o}_t=\sigma(\vectorn{W}_o[\vectorn{h}_{t-1},\vectorn{x}_t]+\vectorn{b}_o)$\\$\vectorn{h}_{t}=\vectorn{o}_t\cdot \mathrm{tanh}(\vectorn{c}_{t})$};
} }
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
......
Chapter10/Figures/figure-word-embedding-structure.tex
...@@ -14,9 +14,9 @@ ...@@ -14,9 +14,9 @@
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {\tiny{$e_x()$}}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {\tiny{$e_x()$}};
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.3\base]eemb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.3\base]eemb\x.north) {};
\node[] (enclabel1) at (enc1) {\tiny{$\textbf{h}_{m-2}$}}; \node[] (enclabel1) at (enc1) {\tiny{$\vectorn{h}_{m-2}$}};
\node[] (enclabel2) at (enc2) {\tiny{$\textbf{h}_{m-1}$}}; \node[] (enclabel2) at (enc2) {\tiny{$\vectorn{h}_{m-1}$}};
\node[rnnnode,fill=purple!30!white] (enclabel3) at (enc3) {\tiny{$\textbf{h}_{m}$}}; \node[rnnnode,fill=purple!30!white] (enclabel3) at (enc3) {\tiny{$\vectorn{h}_{m}$}};
\node[wordnode,left=0.4\base of enc1] (init1) {$\cdots$}; \node[wordnode,left=0.4\base of enc1] (init1) {$\cdots$};
\node[wordnode,left=0.4\base of eemb1] (init2) {$\cdots$}; \node[wordnode,left=0.4\base of eemb1] (init2) {$\cdots$};
...@@ -28,7 +28,7 @@ ...@@ -28,7 +28,7 @@
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([yshift=\base]enc\x.north) {\tiny{$e_y()$}}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([yshift=\base]enc\x.north) {\tiny{$e_y()$}};
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.3\base]demb\x.north) {{\tiny{$\textbf{s}_\x$}}}; \node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.3\base]demb\x.north) {{\tiny{$\vectorn{s}_\x$}}};
\foreach \x in {1,2,...,3} \foreach \x in {1,2,...,3}
\node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=south] (softmax\x) at ([yshift=0.3\base]dec\x.north) {\tiny{Softmax}}; \node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=south] (softmax\x) at ([yshift=0.3\base]dec\x.north) {\tiny{Softmax}};
\node[wordnode,right=0.4\base of demb3] (end1) {$\cdots$}; \node[wordnode,right=0.4\base of demb3] (end1) {$\cdots$};
......
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