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Toy-MT-Introduction
Commit f27e90ef by 孟霞
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fig-7.5.2

parent 36dc0159
正在显示 包含 101 行增加 和 98 行删除
Book/Chapter7/Figures/figure-MASS.tex
...@@ -5,45 +5,45 @@ ...@@ -5,45 +5,45 @@
\node [anchor=center] (ate) at (0,0) {}; \node [anchor=center] (ate) at (0,0) {};
\node [model,minimum width=10.5em] (decoder) at ([xshift=6em]ate.east) {Decoder}; \node [model,minimum width=10.5em,line width=0.7pt] (decoder) at ([xshift=6em]ate.east) {Decoder};
\node [word] (w1) at ([yshift=-2em,xshift=1em]decoder.south) {$x_3$}; \node [word] (w1) at ([yshift=-2em,xshift=1em]decoder.south) {\small{$x_3$}};
\node [word] (w2) at ([xshift=-1em]w1.west) {\#}; \node [word] (w2) at ([xshift=-1em]w1.west) {\#};
\node [word] (w3) at ([xshift=-1em]w2.west) {\#}; \node [word] (w3) at ([xshift=-1em]w2.west) {\#};
\node [word] (w4) at ([xshift=-1em]w3.west) {\#}; \node [word] (w4) at ([xshift=-1em]w3.west) {\#};
\node [word] (w5) at ([xshift=1em]w1.east) {$x_4$}; \node [word] (w5) at ([xshift=1em]w1.east) {\small{$x_4$}};
\node [word] (w6) at ([xshift=1em]w5.east) {\#}; \node [word] (w6) at ([xshift=1em]w5.east) {\#};
\node [word] (w7) at ([yshift=2em,xshift=1em]decoder.north) {$x_4$}; \node [word] (w7) at ([yshift=2em,xshift=1em]decoder.north) {\small{$x_4$}};
\node [word] (w8) at ([yshift=0em,xshift=-1em]w7.west) {$x_3$}; \node [word] (w8) at ([yshift=0em,xshift=-1em]w7.west) {\small{$x_3$}};
\node [word] (w9) at ([yshift=0em,xshift=1em]w7.east) {$x_5$}; \node [word] (w9) at ([yshift=0em,xshift=1em]w7.east) {\small{$x_5$}};
\draw [->] (w1.north) -- ([yshift=1.4em]w1.north); \draw [->,thick] (w1.north) -- ([yshift=1.35em]w1.north);
\draw [->] (w2.north) -- ([yshift=1.3em]w2.north); \draw [->,thick] (w2.north) -- ([yshift=1.35em]w2.north);
\draw [->] (w3.north) -- ([yshift=1.3em]w3.north); \draw [->,thick] (w3.north) -- ([yshift=1.35em]w3.north);
\draw [->] (w4.north) -- ([yshift=1.3em]w4.north); \draw [->,thick] (w4.north) -- ([yshift=1.35em]w4.north);
\draw [->] (w5.north) -- ([yshift=1.4em]w5.north); \draw [->,thick] (w5.north) -- ([yshift=1.35em]w5.north);
\draw [->] (w6.north) -- ([yshift=1.3em]w6.north); \draw [->,thick] (w6.north) -- ([yshift=1.35em]w6.north);
\draw [->] ([yshift=-1.4em]w7.south) -- (w7.south); \draw [->,thick] ([yshift=-1.4em]w7.south) -- (w7.south);
\draw [->] ([yshift=-1.4em]w8.south) -- (w8.south); \draw [->,thick] ([yshift=-1.4em]w8.south) -- (w8.south);
\draw [->] ([yshift=-1.4em]w9.south) -- (w9.south); \draw [->,thick] ([yshift=-1.4em]w9.south) -- (w9.south);
%encoder %encoder
\node [model,minimum width=10.5em] (encoder) at ([xshift=-6em]ate.west) {Encoder}; \node [model,minimum width=10.5em,line width=0.7pt] (encoder) at ([xshift=-6em]ate.west) {Encoder};
\node [word] (we1) at ([yshift=-2em,xshift=1em]encoder.south) {\#}; \node [word] (we1) at ([yshift=-2em,xshift=1em]encoder.south) {\#};
\node [word] (we2) at ([xshift=-1em]we1.west) {\#}; \node [word] (we2) at ([xshift=-1em]we1.west) {\#};
\node [word] (we3) at ([xshift=-1em]we2.west) {$x_2$}; \node [word] (we3) at ([xshift=-1em]we2.west) {\small{$x_2$}};
\node [word] (we4) at ([xshift=-1em]we3.west) {$x_3$}; \node [word] (we4) at ([xshift=-1em]we3.west) {\small{$x_3$}};
\node [word] (we5) at ([xshift=1em]we1.east) {\#}; \node [word] (we5) at ([xshift=1em]we1.east) {\#};
\node [word] (we6) at ([xshift=1em]we5.east) {$x_6$}; \node [word] (we6) at ([xshift=1em]we5.east) {\small{$x_6$}};
\draw [->] (we1.north) -- ([yshift=1.3em]we1.north); \draw [->,thick] (we1.north) -- ([yshift=1.35em]we1.north);
\draw [->] (we2.north) -- ([yshift=1.3em]we2.north); \draw [->,thick] (we2.north) -- ([yshift=1.35em]we2.north);
\draw [->] (we3.north) -- ([yshift=1.4em]we3.north); \draw [->,thick] (we3.north) -- ([yshift=1.35em]we3.north);
\draw [->] (we4.north) -- ([yshift=1.4em]we4.north); \draw [->,thick] (we4.north) -- ([yshift=1.35em]we4.north);
\draw [->] (we5.north) -- ([yshift=1.3em]we5.north); \draw [->,thick] (we5.north) -- ([yshift=1.35em]we5.north);
\draw [->] (we6.north) -- ([yshift=1.4em]we6.north); \draw [->,thick] (we6.north) -- ([yshift=1.35em]we6.north);
\draw [->,very thick] ([xshift=0.5em]encoder)--([xshift=-0.5em]decoder); \draw [->,line width=2pt] ([xshift=0.5em]encoder)--([xshift=-0.5em]decoder);
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
Book/Chapter7/Figures/figure-application-process-of-back-translation.tex
...@@ -3,19 +3,19 @@ ...@@ -3,19 +3,19 @@
\node [anchor=center] (node1) at (-2.9,1) {\small{训练：}}; \node [anchor=center] (node1) at (-2.9,1) {\small{训练：}};
\node [anchor=center] (node11) at (-2.5,1) {}; \node [anchor=center] (node11) at (-2.5,1) {};
\node [anchor=center] (node12) at (-1.7,1) {}; \node [anchor=center] (node12) at (-1.7,1) {};
\node [anchor=center] (node2) at (-2.9,0.5) {\small{推断：}}; \node [anchor=center] (node2) at (-2.9,0.5) {\small{推理：}};
\node [anchor=center] (node21) at (-2.5,0.5) {}; \node [anchor=center] (node21) at (-2.5,0.5) {};
\node [anchor=center] (node22) at (-1.7,0.5) {}; \node [anchor=center] (node22) at (-1.7,0.5) {};
\node [anchor=west,draw=black,minimum width=5.6em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-1) at (0,0) {\footnotesize{双语数据}}; \node [anchor=west,line width=0.6pt,draw=black,minimum width=5.6em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-1) at (0,0) {\footnotesize{双语数据}};
\node [anchor=south,draw=black,minimum width=4.5em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-2) at ([yshift=-5em]node1-1.south) {\footnotesize{目标语伪数据}}; \node [anchor=south,line width=0.6pt,draw=black,minimum width=4.5em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-2) at ([yshift=-5em]node1-1.south) {\footnotesize{目标语伪数据}};
\node [anchor=west,draw=black,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node2-1) at ([xshift=-8.8em,yshift=-2.5em]node1-1.west) {\footnotesize{反向NMT系统}}; \node [anchor=west,line width=0.6pt,draw=black,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node2-1) at ([xshift=-8.8em,yshift=-2.5em]node1-1.west) {\footnotesize{反向NMT系统}};
\node [anchor=west,draw=black,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node3-1) at ([xshift=3em,yshift=-2.5em]node1-1.east) {\footnotesize{前向NMT系统}}; \node [anchor=west,line width=0.6pt,draw=black,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node3-1) at ([xshift=3em,yshift=-2.5em]node1-1.east) {\footnotesize{前向NMT系统}};
\draw [-stealth](node1-1.west)--([xshift=3em]node2-1.north); \draw [->,line width=1pt](node1-1.west)--([xshift=3em]node2-1.north);
\draw [-stealth](node1-1.east)--([xshift=-3em]node3-1.north); \draw [->,line width=1pt](node1-1.east)--([xshift=-3em]node3-1.north);
\draw [-stealth](node1-2.east)--([xshift=-3em]node3-1.south); \draw [->,line width=1pt](node1-2.east)--([xshift=-3em]node3-1.south);
\draw [-stealth](node11.east)--(node12.west); \draw [->,line width=1pt](node11.east)--(node12.west);
\draw [-stealth,dashed](node21.east)--(node22.west); \draw [->,line width=1pt,dashed](node21.east)--(node22.west);
\draw [-stealth,dashed]([xshift=3em]node2-1.south)--(node1-2.west); \draw [->,line width=1pt,dashed]([xshift=3em]node2-1.south)--(node1-2.west);
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
Book/Chapter7/Figures/figure-encoder-fin.tex
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{word} = [font=\scriptsize] \tikzstyle{word} = [font=\scriptsize]
\tikzstyle{model} = [rectangle,draw,minimum height=2.5em,minimum width=5em,rounded corners=4pt,fill=blue!15!white] \tikzstyle{model} = [rectangle,draw,minimum height=2.5em,minimum width=5em,rounded corners=4pt,fill=blue!15!white,line width=0.7pt]
\node [model,minimum width=10.5em] (encoder0) at (0,0) {Encoder}; \node [model,minimum width=10.5em] (encoder0) at (0,0) {Encoder};
\node [word] (w1) at ([yshift=-2em,xshift=1em]encoder0.south) {\#}; \node [word] (w1) at ([yshift=-2em,xshift=1em]encoder0.south) {\#};
\node [word] (w2) at ([xshift=-1em]w1.west) {\#}; \node [word] (w2) at ([xshift=-1em]w1.west) {\#};
\node [word] (w3) at ([xshift=-1em]w2.west) {$x_2$}; \node [word] (w3) at ([xshift=-1em]w2.west) {\small{$x_2$}};
\node [word] (w4) at ([xshift=-1em]w3.west) {$x_1$}; \node [word] (w4) at ([xshift=-1em]w3.west) {\small{$x_1$}};
\node [word] (w5) at ([xshift=1em]w1.east) {\#}; \node [word] (w5) at ([xshift=1em]w1.east) {\#};
\node [word] (w6) at ([xshift=1em]w5.east) {$x_6$}; \node [word] (w6) at ([xshift=1em]w5.east) {\small{$x_6$}};
\node [word] (w7) at ([yshift=2em,xshift=1em]encoder0.north) {$x_4$}; \node [word] (w7) at ([yshift=2em,xshift=1.0em]encoder0.north) {\small{$x_4$}};
\node [word] (w8) at ([yshift=0em,xshift=-1em]w7.west) {$x_3$}; \node [word] (w8) at ([yshift=5.95em]w2.north) {\small{$x_3$}};
\node [word] (w9) at ([yshift=0em,xshift=1em]w7.east) {$x_5$}; \node [word] (w9) at ([yshift=5.95em]w5.north) {\small{$x_5$}};
\draw [->] (w1.north) -- ([yshift=1.3em]w1.north); \draw [->,line width=1pt] (w1.north) -- ([yshift=1.35em]w1.north);
\draw [->] (w2.north) -- ([yshift=1.3em]w2.north); \draw [->,line width=1pt] (w2.north) -- ([yshift=1.35em]w2.north);
\draw [->] (w3.north) -- ([yshift=1.4em]w3.north); \draw [->,line width=1pt] (w3.north) -- ([yshift=1.35em]w3.north);
\draw [->] (w4.north) -- ([yshift=1.4em]w4.north); \draw [->,line width=1pt] (w4.north) -- ([yshift=1.35em]w4.north);
\draw [->] (w5.north) -- ([yshift=1.3em]w5.north); \draw [->,line width=1pt] (w5.north) -- ([yshift=1.35em]w5.north);
\draw [->] (w6.north) -- ([yshift=1.4em]w6.north); \draw [->,line width=1pt] (w6.north) -- ([yshift=1.35em]w6.north);
\draw [->] (w7.south) -- ([yshift=-1.4em]w7.south); \draw [->,line width=1pt] ([yshift=-1.4em]w7.south) -- (w7.south);
\draw [->] (w8.south) -- ([yshift=-1.4em]w8.south); \draw [->,line width=1pt] ([yshift=-1.4em]w8.south) -- (w8.south);
\draw [->] (w9.south) -- ([yshift=-1.4em]w9.south); \draw [->,line width=1pt] ([yshift=-1.4em]w9.south) -- (w9.south);
\node [model] (encoder1) at ([xshift=8em]encoder0.east) {Encoder}; \node [model] (encoder1) at ([xshift=8em]encoder0.east) {Encoder};
...@@ -33,18 +33,18 @@ ...@@ -33,18 +33,18 @@
\node [] (tinput) at ([yshift=-3em]decoder.south) {\footnotesize{目标语输入}}; \node [] (tinput) at ([yshift=-3em]decoder.south) {\footnotesize{目标语输入}};
\node [] (output) at ([yshift=3em]decoder.north) {\footnotesize{目标语输出}}; \node [] (output) at ([yshift=3em]decoder.north) {\footnotesize{目标语输出}};
\draw [->] (sinput) -- (encoder1); \draw [->,line width=1pt] (sinput) -- (encoder1);
\draw [->] (tinput) -- (decoder); \draw [->,line width=1pt] (tinput) -- (decoder);
\draw [->] (decoder) -- (output); \draw [->,line width=1pt] (decoder) -- (output);
\coordinate (do0) at ([yshift=1em]encoder1.north); \coordinate (do0) at ([yshift=1em]encoder1.north);
\coordinate (do1) at ([xshift=3.5em]do0.east); \coordinate (do1) at ([xshift=3.5em]do0.east);
\coordinate (do2) at ([yshift=-2.3em]do1.south); \coordinate (do2) at ([yshift=-2.3em]do1.south);
\draw [-] (encoder1.north) -- (do0); \draw [-,line width=1pt] (encoder1.north) -- (do0);
\draw [-] (do0) -- (do1); \draw [-,line width=1pt] (do0) -- (do1);
\draw [-] (do1) -- (do2); \draw [-,line width=1pt] (do1) -- (do2);
\draw [->] (do2) -- (decoder.west); \draw [->,line width=1pt] (do2) -- (decoder.west);
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
\node [rectangle,inner sep=1em,fill=black!5,rounded corners=4pt] [fit =(w4) (w6) (w9) (encoder0) ] (box) {}; \node [rectangle,inner sep=1em,fill=black!5,rounded corners=4pt] [fit =(w4) (w6) (w9) (encoder0) ] (box) {};
...@@ -54,8 +54,8 @@ ...@@ -54,8 +54,8 @@
\node [] (right) at ([xshift=11em]left.east) {在翻译任务上进行微调}; \node [] (right) at ([xshift=11em]left.east) {在翻译任务上进行微调};
\node[anchor=north] (arrow1) at (3.7,0.1){}; \node[anchor=north] (arrow1) at (3.85,0.1){};
\draw[fill=yellow!20]([yshift=-0.3em]arrow1.north)--([xshift=-1em,yshift=0.5em]arrow1.north west)--([xshift=-1em,yshift=0.1em]arrow1.north west)--([xshift=-2.6em,yshift=0.1em]arrow1.north west)--([xshift=-2.6em,yshift=-0.1em]arrow1.south west)--([xshift=-1em,yshift=-0.1em]arrow1.south west)--([xshift=-1em,yshift=-0.5em]arrow1.south west)--([yshift=-0.3em]arrow1.north); \draw[fill=yellow!20,draw=yellow]([yshift=-0.3em]arrow1.north)--([xshift=-1em,yshift=0.5em]arrow1.north west)--([xshift=-1em,yshift=0.1em]arrow1.north west)--([xshift=-2.6em,yshift=0.1em]arrow1.north west)--([xshift=-2.6em,yshift=-0.1em]arrow1.south west)--([xshift=-1em,yshift=-0.1em]arrow1.south west)--([xshift=-1em,yshift=-0.5em]arrow1.south west)--([yshift=-0.3em]arrow1.north);
\end{scope} \end{scope}
......
Book/Chapter7/Figures/figure-example-of-iterative-back-translation.tex
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\node [anchor=center] (node1) at (-2.3,1) {\small{训练：}}; \node [anchor=center] (node1) at (-2.6,1) {\small{训练：}};
\node [anchor=center] (node11) at (-2.0,1) {}; \node [anchor=center] (node11) at (-2.2,1) {};
\node [anchor=center] (node12) at (-1.1,1) {}; \node [anchor=center] (node12) at (-1.1,1) {};
\node [anchor=center] (node2) at (-2.3,0.5) {\small{推断：}}; \node [anchor=center] (node2) at (-2.6,0.5) {\small{推理：}};
\node [anchor=center] (node21) at (-2.0,0.5) {}; \node [anchor=center] (node21) at (-2.2,0.5) {};
\node [anchor=center] (node22) at (-1.1,0.5) {}; \node [anchor=center] (node22) at (-1.1,0.5) {};
\node [anchor=west,draw=black,minimum width=5.6em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-1) at (0,0) {\footnotesize{双语数据}}; \node [anchor=west,draw=black,line width=0.6pt,minimum width=5.6em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-1) at (0,0) {\footnotesize{双语数据}};
\node [anchor=south,draw=black,minimum width=4.5em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-2) at ([yshift=-5em]node1-1.south) {\footnotesize{目标语伪数据}}; \node [anchor=south,draw=black,line width=0.6pt,minimum width=4.5em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node1-2) at ([yshift=-5em]node1-1.south) {\footnotesize{目标语伪数据}};
\node [anchor=west,draw=black,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node2-1) at ([xshift=-7.3em,yshift=-2.5em]node1-1.west) {\footnotesize{前向NMT系统}}; \node [anchor=west,draw=black,line width=0.6pt,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node2-1) at ([xshift=-7.7em,yshift=-2.5em]node1-1.west) {\footnotesize{前向NMT系统}};
\node [anchor=west,draw=black,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node3-1) at ([xshift=1.5em,yshift=-2.5em]node1-1.east) {\footnotesize{反向NMT系统}}; \node [anchor=west,draw=black,line width=0.6pt,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node3-1) at ([xshift=1.5em,yshift=-2.5em]node1-1.east) {\footnotesize{反向NMT系统}};
\node [anchor=east,draw=black,minimum width=5.6em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node4-1) at ([xshift=18em]node1-1) {\footnotesize{双语数据}}; \node [anchor=east,draw=black,line width=0.6pt,minimum width=5.6em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node4-1) at ([xshift=18em]node1-1) {\footnotesize{双语数据}};
\node [anchor=south,draw=black,minimum width=4.5em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node4-2) at ([yshift=-5em]node4-1.south) {\footnotesize{目标语伪数据}}; \node [anchor=south,draw=black,line width=0.6pt,minimum width=4.5em,minimum height=2.2em,fill=blue!20,rounded corners=2pt] (node4-2) at ([yshift=-5em]node4-1.south) {\footnotesize{目标语伪数据}};
\node [anchor=east,draw=black,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node5-1) at ([xshift=15.5em]node3-1.east) {\footnotesize{前向NMT系统}}; \node [anchor=east,draw=black,line width=0.6pt,minimum width=4.5em,minimum height=2.2em,fill=red!20,rounded corners=2pt] (node5-1) at ([xshift=15.2em]node3-1.east) {\footnotesize{前向NMT系统}};
\draw [-stealth](node1-1.west)--([xshift=3em]node2-1.north); \draw [->,line width=1pt](node1-1.west)--([xshift=3em]node2-1.north);
\draw [-stealth](node1-1.east)--([xshift=-3em]node3-1.north); \draw [->,line width=1pt](node1-1.east)--([xshift=-3em]node3-1.north);
\draw [-stealth](node1-2.east)--([xshift=-3em]node3-1.south); \draw [->,line width=1pt](node1-2.east)--([xshift=-3em]node3-1.south);
\draw [-stealth](node11.east)--(node12.west); \draw [->,line width=1pt](node11.east)--(node12.west);
\draw [-stealth,dashed](node21.east)--(node22.west); \draw [->,line width=1pt,dashed](node21.east)--(node22.west);
\draw [-stealth,dashed]([xshift=3em]node2-1.south)--(node1-2.west); \draw [->,line width=1pt,dashed]([xshift=3em]node2-1.south)--([xshift=-0.1em]node1-2.west);
\draw [-stealth,dashed]([xshift=3em]node3-1.south)--(node4-2.west); \draw [->,line width=1pt,dashed]([xshift=3em]node3-1.south)--([xshift=-0.1em]node4-2.west);
\draw [-stealth](node4-1.east)--([xshift=-3em]node5-1.north); \draw [->,line width=1pt](node4-1.east)--([xshift=-3em]node5-1.north);
\draw [-stealth](node4-2.east)--([xshift=-3em]node5-1.south); \draw [->,line width=1pt](node4-2.east)--([xshift=-3em]node5-1.south);
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
Book/Chapter7/Figures/figure-target-side-multi-task-learning.tex
...@@ -5,28 +5,28 @@ ...@@ -5,28 +5,28 @@
\node [anchor=center] (node2) at (-2.1,-0.5) {\small{$z$}：单语数据}; \node [anchor=center] (node2) at (-2.1,-0.5) {\small{$z$}：单语数据};
\node [anchor=center] (node1-1) at (0,0) {\small{$y'$}}; \node [anchor=center] (node1-1) at (0,0) {\small{$y'$}};
\node [anchor=center] (node3-1) at ([xshift=5.5em,yshift=-0.1em]node1-1.east) {\small{$z'$}}; \node [anchor=center] (node3-1) at ([xshift=5.5em,yshift=-0.1em]node1-1.east) {\small{$z'$}};
\node[anchor=south,draw,rounded corners,minimum height=1.5em,minimum width=4em,fill=blue!20](node1-2) at ([yshift=-3em]node1-1.south) {\small{softamx}}; \node[anchor=south,line width=0.6pt,draw,rounded corners,minimum height=1.5em,minimum width=4em,fill=blue!20](node1-2) at ([yshift=-3em]node1-1.south) {\small{softamx}};
\node[anchor=south,draw,rounded corners,minimum height=1.5em,minimum width=4em,fill=blue!20](node3-2) at ([yshift=-3em]node3-1.south) {\small{softamx}}; \node[anchor=south,line width=0.6pt,draw,rounded corners,minimum height=1.5em,minimum width=4em,fill=blue!20](node3-2) at ([yshift=-3em]node3-1.south) {\small{softamx}};
\node[anchor=south,draw,rounded corners,minimum height=2.2em,minimum width=4em,fill=red!20](node1-3) at ([yshift=-4.0em]node1-2.south) {\small{Decoder}}; \node[anchor=south,line width=0.6pt,draw,rounded corners,minimum height=2.2em,minimum width=4em,fill=red!20](node1-3) at ([yshift=-4.0em]node1-2.south) {\small{Decoder}};
\node[anchor=south,draw,rounded corners,minimum height=2.2em,minimum width=4em,fill=yellow!20](node3-3) at ([yshift=-4.0em]node3-2.south) {\small{LM}}; \node[anchor=south,line width=0.6pt,draw,rounded corners,minimum height=2.2em,minimum width=4em,fill=yellow!20](node3-3) at ([yshift=-4.0em]node3-2.south) {\small{LM}};
\node[anchor=south](node1-4) at ([xshift=-0.6em,yshift=-3em]node1-3.south) {\small{$y$}}; \node[anchor=south](node1-4) at ([xshift=-0.6em,yshift=-3em]node1-3.south) {\gray{\small{$y$}}};
\node[anchor=south](node3-41) at ([xshift=-0.6em,yshift=-3em]node3-3.south) {\small{$y$}}; \node[anchor=south](node3-41) at ([xshift=-0.6em,yshift=-3em]node3-3.south) {\small{$y$}};
\node[anchor=south](node3-42) at ([xshift=0.6em,yshift=-2.9em]node3-3.south) {\small{$z$}}; \node[anchor=south](node3-42) at ([xshift=0.6em,yshift=-2.9em]node3-3.south) {\small{$z$}};
\node[anchor=west](node2-2) at ([xshift=-4.9em]node1-4.west) {\small{$x$}}; \node[anchor=west](node2-2) at ([xshift=-4.9em]node1-4.west) {\small{$x$}};
\node[anchor=north,draw,rounded corners,minimum height=2.2em,minimum width=4em,fill=red!20](node2-1) at ([yshift=4em]node2-2.north) {\small{Encoder}}; \node[anchor=north,line width=0.6pt,draw,rounded corners,minimum height=2.2em,minimum width=4em,fill=red!20](node2-1) at ([yshift=4em]node2-2.north) {\small{Encoder}};
\node [rectangle,rounded corners,draw=red,line width=0.2mm,densely dashed,inner sep=0.4em] [fit = (node3-2) (node3-3)] (inputshadow) {}; \node [rectangle,rounded corners,draw=red,line width=0.2mm,densely dashed,inner sep=0.4em] [fit = (node3-2) (node3-3)] (inputshadow) {};
\draw [->](node1-4.north)--([xshift=-0.6em]node1-3.south); \draw [->,thick,draw=gray](node1-4.north)--([xshift=-0.6em]node1-3.south);
\draw [->](node1-3.north)--(node1-2); \draw [->,thick](node1-3.north)--(node1-2);
\draw [->](node1-2.north)--(node1-1); \draw [->,thick](node1-2.north)--(node1-1);
\draw [->](node2-2.north)--(node2-1); \draw [->,thick](node2-2.north)--(node2-1);
\draw[->](node2-1.east)--(node1-3.west); \draw[->,thick](node2-1.east)--(node1-3.west);
\draw [->](node3-41.north)--([xshift=-0.6em]node3-3.south); \draw [->,thick](node3-41.north)--([xshift=-0.6em]node3-3.south);
\draw [->](node3-42.north)--([xshift=0.6em]node3-3.south); \draw [->,thick](node3-42.north)--([xshift=0.6em]node3-3.south);
\draw [->]([xshift=0.6em]node3-3.north)--([xshift=0.6em]node3-2.south); \draw [->,thick]([xshift=0.6em]node3-3.north)--([xshift=0.6em]node3-2.south);
\draw [->](node3-2.north)--(node3-1); \draw [->,thick](node3-2.north)--(node3-1);
\draw[->]([xshift=-0.6em]node3-3.north)--([xshift=-0.6em,yshift=0.6em]node3-3.north)--([xshift=-3em,yshift=0.6em]node3-3.north)--([xshift=-3em,yshift=-3em]node3-3.north)--([xshift=-5.6em,yshift=-3em]node3-3.north)--([xshift=0.6em]node1-3.south); \draw[->,thick]([xshift=-0.6em]node3-3.north)--([xshift=-0.6em,yshift=0.6em]node3-3.north)--([xshift=-3em,yshift=0.6em]node3-3.north)--([xshift=-3em,yshift=-3em]node3-3.north)--([xshift=-5.6em,yshift=-3em]node3-3.north)--([xshift=0.6em]node1-3.south);
%\draw[->](node2-1.north)--([yshift=1em]node2-1.north)--([xshift=2.5em,yshift=1em]node2-1.north)--([xshift=2.5em,yshift=-0.4em]node2-1.north)--(node1-3.west); %\draw[->](node2-1.north)--([yshift=1em]node2-1.north)--([xshift=2.5em,yshift=1em]node2-1.north)--([xshift=2.5em,yshift=-0.4em]node2-1.north)--(node1-3.west);
\end{scope} \end{scope}
......
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