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合并分支 'zengxin' 到 'caorunzhe' 

Zengxin

查看合并请求 !903
parents 47328ec5 1ee2e81f
正在显示 包含 368 行增加 和 364 行删除
Chapter10/Figures/figure-3-base-problom-of-p.tex
...@@ -12,7 +12,7 @@ ...@@ -12,7 +12,7 @@
% RNN Encoder % RNN Encoder
\coordinate (eemb0) at (0,0); \coordinate (eemb0) at (0,0);
\foreach \x [count=\y from 0] in {1,2,...,3} \foreach \x [count=\y from 0] in {1,2,...,3}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {\tiny{$\textrm{e}_x()$}}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.6\base]eemb\y.east) {\tiny{$\textrm{e}_x()$}};
\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{$\mathbi{h}_{m-2}$}}; \node[] (enclabel1) at (enc1) {\tiny{$\mathbi{h}_{m-2}$}};
...@@ -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$\mathbi{s}_i$}}; \node [anchor=east] (line1) at ([xshift=-4em,yshift=0.5em]softmax1.west) {\scriptsize{基于RNN的隐层状态$\mathbi{s}_i$}};
\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 $\funp{P}(y_i|...)$}}; \node [anchor=north west] (line4) at ([yshift=0.3em]line3.south west) {\scriptsize{实现 $\funp{P}(y_i|...)$}};
...@@ -87,7 +87,7 @@ ...@@ -87,7 +87,7 @@
} }
{ {
\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=3.3em,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$\mathbi{C}$}}; \node [anchor=north west] (line24) at ([yshift=0.3em]line23.south west) {\scriptsize{记为$\mathbi{C}$}};
...@@ -97,21 +97,21 @@ ...@@ -97,21 +97,21 @@
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=red!10,drop shadow,draw=red,minimum width =9em] [fit = (line1) (line2) (line3) (line4)] (box1) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=red!10,drop shadow,draw=red,minimum width =9em] [fit = (line1) (line2) (line3) (line4)] (box1) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=red] [fit = (softmax1) (softmax2) (softmax3)] (box4) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=red] [fit = (softmax1) (softmax2) (softmax3)] (box4) {};
\draw [->,dotted,very thick,red] ([yshift=1em,xshift=2.5em]box1.east) -- ([yshift=1em,xshift=0.1em]box1.east); \draw [->,dotted,very thick,red] ([yshift=1em,xshift=3.5em]box1.east) -- ([yshift=1em,xshift=0.1em]box1.east);
} }
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=green!10,drop shadow,draw=ugreen,minimum width =9em] [fit = (line11) (line12) (line13) (line14)] (box2) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=green!10,drop shadow,draw=ugreen,minimum width =9em] [fit = (line11) (line12) (line13) (line14)] (box2) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (eemb1) (eemb2) (eemb3)] (box5) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (eemb1) (eemb2) (eemb3)] (box5) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (demb1) (demb2) (demb3)] (box6) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (demb1) (demb2) (demb3)] (box6) {};
\draw [->,dotted,very thick,ugreen] ([yshift=-1.3em,xshift=2.5em]box2.east) -- ([yshift=-1.3em,xshift=0.1em]box2.east); \draw [->,dotted,very thick,ugreen] ([yshift=-1.7em,xshift=3.5em]box2.east) -- ([yshift=-1.7em,xshift=0.1em]box2.east);
\draw [->,dotted,very thick,ugreen] ([xshift=0.1em]box6.west) .. controls +(west:1) and +(east:1) .. ([yshift=1.0em]box2.east) ; \draw [->,dotted,very thick,ugreen] ([xshift=0.1em]box6.west) .. controls +(west:1) and +(east:1) .. ([yshift=1.0em]box2.east) ;
} }
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=purple!10,drop shadow,draw=purple] [fit = (line21) (line22) (line23) (line24)] (box3) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=purple!10,drop shadow,draw=purple] [fit = (line21) (line22) (line23) (line24)] (box3) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=purple] [fit = (enc3)] (box7) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=purple] [fit = (enc3)] (box7) {};
\draw [->,dotted,very thick,purple] ([xshift=0.1em]box7.east) -- ([xshift=0.8em]box7.east) ; \draw [->,dotted,very thick,purple] ([xshift=0.1em]box7.east) -- ([xshift=2.8em]box7.east) ;
} }
\end{pgfonlayer} \end{pgfonlayer}
......
Chapter10/Figures/figure-a-working-example-of-neural-machine-translation.tex
...@@ -10,11 +10,11 @@ ...@@ -10,11 +10,11 @@
% RNN Encoder % RNN Encoder
\coordinate (eemb0) at (0,0); \coordinate (eemb0) at (0,0);
\foreach \x [count=\y from 0] in {1,2,...,4} \foreach \x [count=\y from 0] in {1,2,...,4}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.7\base]eemb\y.east) {};
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.5\base]eemb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.5\base]eemb\x.north) {};
\node[wordnode,left=0.4\base of enc1,font=\footnotesize] (init) {0}; \node[wordnode,left=0.4\base of enc1,font=\footnotesize] (init) {0};
\node[wordnode,anchor=east] (init2) at ([xshift=-3.0em]init.west){}; \node[wordnode,anchor=east] (init2) at ([xshift=-3em]init.west){};
{ {
\node[rnnnode,fill=purple] (repr) at (enc4) {}; \node[rnnnode,fill=purple] (repr) at (enc4) {};
\node[wordnode] (label) at ([yshift=2.5em]enc4.north) { \node[wordnode] (label) at ([yshift=2.5em]enc4.north) {
...@@ -35,7 +35,7 @@ ...@@ -35,7 +35,7 @@
% RNN Decoder % RNN Decoder
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([xshift=9.5em,yshift=-3.9em]enc\x.north) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([xshift=12.5em,yshift=-3.9em]enc\x.north) {};
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
\node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.5\base]demb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.5\base]demb\x.north) {};
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
......
Chapter10/Figures/figure-attention-of-source-and-target-words.tex
...@@ -11,7 +11,7 @@ ...@@ -11,7 +11,7 @@
%\setlength{\mystep}{1.6em} %\setlength{\mystep}{1.6em}
\foreach \x in {1,2,...,6} \foreach \x in {1,2,...,6}
\node[] (s\x) at (\x * 1.6em,0) {}; \node[] (s\x) at (\x * 2em,0) {};
\node [] (ws1) at (s1) {\scriptsize{这}}; \node [] (ws1) at (s1) {\scriptsize{这}};
\node [] (ws2) at (s2) {\scriptsize{是}}; \node [] (ws2) at (s2) {\scriptsize{是}};
...@@ -21,7 +21,7 @@ ...@@ -21,7 +21,7 @@
\node [] (ws6) at (s6) {\scriptsize{句子}}; \node [] (ws6) at (s6) {\scriptsize{句子}};
\foreach \x in {1,2,...,6} \foreach \x in {1,2,...,6}
\node[] (t\x) at (\x * 1.6em + 2.4in,0) {}; \node[] (t\x) at (\x * 2em + 2.8in,0) {};
\node [] (wt1) at (t1) {\scriptsize{This}}; \node [] (wt1) at (t1) {\scriptsize{This}};
\node [] (wt2) at (t2) {\scriptsize{is}}; \node [] (wt2) at (t2) {\scriptsize{is}};
...@@ -30,9 +30,9 @@ ...@@ -30,9 +30,9 @@
\node [] (wt5) at (t5) {\scriptsize{long}}; \node [] (wt5) at (t5) {\scriptsize{long}};
\node [] (wt6) at ([xshift=1em]t6) {\scriptsize{sentence}}; \node [] (wt6) at ([xshift=1em]t6) {\scriptsize{sentence}};
\node [anchor=south west,fill=red!30,minimum width=1.6in,minimum height=1.5em] (encoder) at ([yshift=1.0em]ws1.north west) {\footnotesize{Encoder}}; \node [anchor=south west,fill=red!30,minimum width=1.9in,minimum height=1.5em] (encoder) at ([yshift=1.0em,xshift=-0.4em]ws1.north west) {\footnotesize{Encoder}};
\node [anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=4.5em]encoder.east) {\footnotesize{Decoder}}; \node [anchor=west,fill=green!30,minimum height=1.5em] (representation) at ([xshift=2em]encoder.east) {\footnotesize{表示}};
\node [anchor=west,fill=green!30,minimum height=1.5em] (representation) at ([xshift=1em]encoder.east) {\footnotesize{表示}}; \node [anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=2em]representation.east) {\footnotesize{Decoder}};
\draw [->,thick] ([xshift=1pt]encoder.east)--([xshift=-1pt]representation.west); \draw [->,thick] ([xshift=1pt]encoder.east)--([xshift=-1pt]representation.west);
\draw [->,thick] ([xshift=1pt]representation.east)--([xshift=-1pt]decoder.west); \draw [->,thick] ([xshift=1pt]representation.east)--([xshift=-1pt]decoder.west);
......
Chapter10/Figures/figure-beam-search-process.tex
...@@ -5,7 +5,7 @@ ...@@ -5,7 +5,7 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{rnnnode} = [minimum height=1.1em,minimum width=3.5em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20]; \tikzstyle{rnnnode} = [minimum height=1.1em,minimum width=4em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20];
\tikzstyle{wnode} = [minimum height=1.0em,minimum width=3.5em,inner sep=2pt,rounded corners=1pt,draw,fill=white]; \tikzstyle{wnode} = [minimum height=1.0em,minimum width=3.5em,inner sep=2pt,rounded corners=1pt,draw,fill=white];
...@@ -137,13 +137,13 @@ ...@@ -137,13 +137,13 @@
} }
{ {
\node [anchor=east] (vocab) at ([xshift=-5em]s1.west) {\tiny{$\begin{bmatrix} \textrm{Have} & 0.50 \\ \textrm{I} & 0.02 \\ \textrm{it} & 0.03 \\ \textrm{has} & 0.30 \\ \textrm{you} & 0.01 \\ \textrm{the} & 0.01 \\ \textrm{a} & 0.01 \\ \textrm{an} & 0.02 \\ \textrm{he} & 0.03 \\ \textrm{she} & 0.01 \\ \textrm{are} & 0.00 \\ \textrm{am} & 0.01 \\ ... & ... \end{bmatrix}$}}; \node [anchor=east] (vocab) at ([xshift=-8em]s1.west) {\tiny{$\begin{bmatrix} \textrm{Have} & 0.50 \\ \textrm{I} & 0.02 \\ \textrm{it} & 0.03 \\ \textrm{has} & 0.30 \\ \textrm{you} & 0.01 \\ \textrm{the} & 0.01 \\ \textrm{a} & 0.01 \\ \textrm{an} & 0.02 \\ \textrm{he} & 0.03 \\ \textrm{she} & 0.01 \\ \textrm{are} & 0.00 \\ \textrm{am} & 0.01 \\ ... & ... \end{bmatrix}$}};
\node [anchor=south] (vocablabel) at (vocab.north) {\scriptsize{单词的概率分布}}; \node [anchor=south] (vocablabel) at (vocab.north) {\scriptsize{单词的概率分布}};
\draw [->,red,very thick,dotted] (o1.west) .. controls +(west:1) and +(east:2) .. ([yshift=1em]vocab.south east); \draw [->,red,very thick,dotted] (o1.west) .. controls +(west:1) and +(east:2) .. ([yshift=1em]vocab.south east);
} }
{ {
\node [anchor=east,inner sep=1pt] (vocabtopn) at ([xshift=-0.5em,yshift=-0.5em]wo1.west) {\scriptsize{$\begin{bmatrix} \textrm{Have} \\ \textrm{has} \\ \textrm{it} \end{bmatrix}$}}; \node [anchor=east,inner sep=1pt] (vocabtopn) at ([xshift=-1.5em,yshift=-0.5em]wo1.west) {\scriptsize{$\begin{bmatrix} \textrm{Have} \\ \textrm{has} \\ \textrm{it} \end{bmatrix}$}};
\draw [->] ([yshift=-1.6em,xshift=-0.4em]vocab.north east) .. controls +(east:1) and +(west:1) .. ([xshift=0.1em,yshift=0.4em]vocabtopn.west) node [pos=0.3,below] (topnlabel) {\scriptsize{top-3}}; \draw [->] ([yshift=-1.6em,xshift=-0.4em]vocab.north east) .. controls +(east:1) and +(west:1) .. ([xshift=0.1em,yshift=0.4em]vocabtopn.west) node [pos=0.3,below] (topnlabel) {\scriptsize{top-3}};
{ {
......
Chapter10/Figures/figure-bi-rnn.tex
...@@ -13,7 +13,7 @@ ...@@ -13,7 +13,7 @@
% RNN Encoder % RNN Encoder
\coordinate (eemb0) at (0,0); \coordinate (eemb0) at (0,0);
\foreach \x [count=\y from 0] in {1,2,...,10} \foreach \x [count=\y from 0] in {1,2,...,10}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.7\base]eemb\y.east) {};
\foreach \x in {1,2,...,10} \foreach \x in {1,2,...,10}
\node[rnnnode,fill=blue!30!white,anchor=south] (backenc\x) at ([yshift=0.5\base]eemb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (backenc\x) at ([yshift=0.5\base]eemb\x.north) {};
\foreach \x in {1,2,...,10} \foreach \x in {1,2,...,10}
......
Chapter10/Figures/figure-calculation-process-of-context-vector-c.tex
...@@ -8,25 +8,25 @@ ...@@ -8,25 +8,25 @@
\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{$\mathbi{h}_1$}}; \node [anchor=west,draw,fill=red!30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h1) at (0,0) {\scriptsize{$\mathbi{h}_1$}};
\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{$\mathbi{h}_2$}}; \node [anchor=west,draw,fill=red!30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h2) at ([xshift=2em]h1.east) {\scriptsize{$\mathbi{h}_2$}};
\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=1em]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{$\mathbi{h}_m$}}; \node [anchor=west,draw,fill=red!30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h4) at ([xshift=1em]h3.east) {\scriptsize{$\mathbi{h}_m$}};
\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{$\mathbi{s}_{j-1}$}}; \node [anchor=south,draw,fill=green!30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th1) at ([yshift=2em,xshift=-1em]sum.north west) {\scriptsize{$\mathbi{s}_{j-1}$}};
\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{$\mathbi{s}_{j}$}}; \node [anchor=west,draw,fill=green!30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th2) at ([xshift=2.5em]th1.east) {\scriptsize{$\mathbi{s}_{j}$}};
\draw [->] (h1.north) .. controls +(north:0.8) and +(west:1) .. (sum.190) node [pos=0.2,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=-2em]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=2em]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{$\mathbi{C}_{j}$}}; \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{$\mathbi{C}_{j}$}};
\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}};
...@@ -39,7 +39,7 @@ ...@@ -39,7 +39,7 @@
\node [anchor=north] (enc42) at ([yshift=0.5em]enc4.south) {\scriptsize{(位置$m$)}}; \node [anchor=north] (enc42) at ([yshift=0.5em]enc4.south) {\scriptsize{(位置$m$)}};
{ {
\node [anchor=west] (math1) at ([xshift=5em,yshift=1em]th2.east) {$\mathbi{C}_j = \sum_{i} \alpha_{i,j} \mathbi{h}_i $ \ \ \ \ }; \node [anchor=west] (math1) at ([xshift=7em,yshift=1em]th2.east) {$\mathbi{C}_j = \sum_{i} \alpha_{i,j} \mathbi{h}_i $ \ \ \ \ };
} }
{ {
\node [anchor=north west] (math2) at ([yshift=-2em,xshift=-0.2em]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,xshift=-0.2em]math1.south west) {$\alpha_{i,j} = \frac{\exp(\beta_{i,j})}{\sum_{i'} \exp(\beta_{i',j})}$};
...@@ -48,10 +48,10 @@ ...@@ -48,10 +48,10 @@
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
{ {
\node [rectangle,inner sep=0.4em,rounded corners=1pt,fill=blue!10,drop shadow,minimum width=9.5em] [fit = (math1)] (box1) {}; \node [rectangle,inner sep=0.4em,rounded corners=1pt,fill=blue!20,drop shadow,minimum width=9.5em] [fit = (math1)] (box1) {};
} }
{ {
\node [rectangle,inner sep=0.4em,rounded corners=1pt,fill=orange!10,drop shadow,minimum width=9.5em] [fit = (math2) (math3)] (box2) {}; \node [rectangle,inner sep=0.4em,rounded corners=1pt,fill=orange!20,drop shadow,minimum width=9.5em] [fit = (math2) (math3)] (box2) {};
} }
\end{pgfonlayer} \end{pgfonlayer}
......
Chapter10/Figures/figure-data-parallel-process.tex
...@@ -17,7 +17,7 @@ ...@@ -17,7 +17,7 @@
\node [samplenode,anchor=south west,font=\scriptsize] (batch\i) at ([shift={(-1em,-0.5em)}]batch\j.south west) {句子 \k}; \node [samplenode,anchor=south west,font=\scriptsize] (batch\i) at ([shift={(-1em,-0.5em)}]batch\j.south west) {句子 \k};
\draw [decorate,decoration={brace}] (batch1.south east) to node [auto,rotate=30,anchor=north,font=\scriptsize] {batch大小} (batch3.south east); \draw [decorate,decoration={brace}] (batch1.south east) to node [auto,rotate=30,anchor=north,font=\scriptsize] {batch大小} (batch3.south east);
\node [samplenode,anchor=west,font=\scriptsize] (sample2) at ([xshift=4em]batch2.east) {句子2}; \node [samplenode,anchor=west,font=\scriptsize] (sample2) at ([xshift=5em]batch2.east) {句子2};
\node [samplenode,anchor=south,font=\scriptsize] (sample3) at ([yshift=3em]sample2.north) {句子3}; \node [samplenode,anchor=south,font=\scriptsize] (sample3) at ([yshift=3em]sample2.north) {句子3};
\node [samplenode,anchor=north,font=\scriptsize] (sample1) at ([yshift=-3em]sample2.south) {句子1}; \node [samplenode,anchor=north,font=\scriptsize] (sample1) at ([yshift=-3em]sample2.south) {句子1};
...@@ -26,18 +26,18 @@ ...@@ -26,18 +26,18 @@
\foreach \i in {1,2,3} \foreach \i in {1,2,3}
{ {
\coordinate (start) at ([xshift=2em]sample\i.east); \coordinate (start) at ([xshift=3em]sample\i.east);
\node [wordnode,anchor=west] (rnn0) at (start) {$0$}; \node [wordnode,anchor=west] (rnn0) at (start) {$0$};
\foreach \j [count=\k from 0] in {1,2,3} \foreach \j [count=\k from 0] in {1,2,3}
{ {
\node [rnnnode,anchor=west] (rnn\j) at ([xshift=1em]rnn\k.east) {}; \node [rnnnode,anchor=west] (rnn\j) at ([xshift=1.5em]rnn\k.east) {};
\draw [-latex'] (rnn\k) to (rnn\j); \draw [-latex'] (rnn\k) to (rnn\j);
\coordinate (in\j) at ([yshift=-1em]rnn\j.south); \coordinate (in\j) at ([yshift=-1em]rnn\j.south);
\draw [-latex'] (in\j) to (rnn\j.south); \draw [-latex'] (in\j) to (rnn\j.south);
\coordinate (out\j) at ([yshift=1em]rnn\j.north); \coordinate (out\j) at ([yshift=1em]rnn\j.north);
\draw [-latex'] (rnn\j.north) to (out\j); \draw [-latex'] (rnn\j.north) to (out\j);
} }
\node [wordnode,anchor=west] (rnn4) at ([xshift=1em]rnn3.east) {$\cdots$}; \node [wordnode,anchor=west] (rnn4) at ([xshift=1.5em]rnn3.east) {$\cdots$};
\draw [-latex'] (rnn3) to (rnn4); \draw [-latex'] (rnn3) to (rnn4);
\node [draw,densely dashed,thick,rounded corners=0.3em,fit=(start) (in3) (out3) (rnn4),label={[font=\footnotesize,rotate=90,anchor=north]0:设备\i}] (rnn) {}; \node [draw,densely dashed,thick,rounded corners=0.3em,fit=(start) (in3) (out3) (rnn4),label={[font=\footnotesize,rotate=90,anchor=north]0:设备\i}] (rnn) {};
\draw [->,double] ([xshift=3pt]sample\i.east) -- ([xshift=-3pt]rnn.west); \draw [->,double] ([xshift=3pt]sample\i.east) -- ([xshift=-3pt]rnn.west);
......
Chapter10/Figures/figure-decode-the-word-probability-distribution-at-the-first-position.tex
...@@ -42,7 +42,7 @@ ...@@ -42,7 +42,7 @@
} }
{ {
\node [anchor=east] (vocab) at ([xshift=-5em]s1.west) {\tiny{$\begin{bmatrix} \textrm{Have} & 0.50 \\ \textrm{I} & 0.02 \\ \textrm{it} & 0.03 \\ \textrm{has} & 0.30 \\ \textrm{you} & 0.01 \\ \textrm{the} & 0.01 \\ \textrm{a} & 0.01 \\ \textrm{an} & 0.02 \\ \textrm{he} & 0.03 \\ \textrm{she} & 0.01 \\ \textrm{are} & 0.00 \\ \textrm{am} & 0.01 \\ ... & ... \end{bmatrix}$}}; \node [anchor=east] (vocab) at ([xshift=-7em]s1.west) {\tiny{$\begin{bmatrix} \textrm{Have} & 0.50 \\ \textrm{I} & 0.02 \\ \textrm{it} & 0.03 \\ \textrm{has} & 0.30 \\ \textrm{you} & 0.01 \\ \textrm{the} & 0.01 \\ \textrm{a} & 0.01 \\ \textrm{an} & 0.02 \\ \textrm{he} & 0.03 \\ \textrm{she} & 0.01 \\ \textrm{are} & 0.00 \\ \textrm{am} & 0.01 \\ ... & ... \end{bmatrix}$}};
\node [anchor=south] (vocablabel) at (vocab.north) {\scriptsize{单词的概率分布}}; \node [anchor=south] (vocablabel) at (vocab.north) {\scriptsize{单词的概率分布}};
\draw [->,red,very thick,dotted] (o1.west) .. controls +(west:1) and +(east:2) .. ([yshift=1em]vocab.south east); \draw [->,red,very thick,dotted] (o1.west) .. controls +(west:1) and +(east:2) .. ([yshift=1em]vocab.south east);
} }
......
Chapter10/Figures/figure-decoding-process-based-on-greedy-method.tex
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{rnnnode} = [minimum height=1.1em,minimum width=2.1em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20]; \tikzstyle{rnnnode} = [minimum height=1.1em,minimum width=2.7em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20];
\node [rnnnode,anchor=west] (h1) at (0,0) {\tiny{$\mathbi{h}_1$}}; \node [rnnnode,anchor=west] (h1) at (0,0) {\tiny{$\mathbi{h}_1$}};
\node [anchor=west] (h2) at ([xshift=1em]h1.east) {\tiny{...}}; \node [anchor=west] (h2) at ([xshift=1em]h1.east) {\tiny{...}};
...@@ -139,7 +139,7 @@ ...@@ -139,7 +139,7 @@
\draw [->] ([yshift=-0.3em]s1.west) .. controls +(west:2) and +(-50:0.3) .. (c2.-40); \draw [->] ([yshift=-0.3em]s1.west) .. controls +(west:2) and +(-50:0.3) .. (c2.-40);
} }
{ {
\draw [->] (c2.0) -- ([xshift=1.2in]c2.0) -- ([yshift=0.3em,xshift=-1.2em]s2.west) -- ([yshift=0.3em,xshift=-0.1em]s2.west); \draw [->] (c2.0) -- ([xshift=1.4in]c2.0) -- ([yshift=0.3em,xshift=-1em]s2.west) -- ([yshift=0.3em,xshift=-0.1em]s2.west);
} }
{ {
......
Chapter10/Figures/figure-double-layer-rnn.tex
...@@ -10,7 +10,7 @@ ...@@ -10,7 +10,7 @@
% RNN Encoder % RNN Encoder
\coordinate (eemb0) at (0,0); \coordinate (eemb0) at (0,0);
\foreach \x [count=\y from 0] in {1,2,...,10} \foreach \x [count=\y from 0] in {1,2,...,10}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.7\base]eemb\y.east) {};
\foreach \x in {1,2,...,10} \foreach \x in {1,2,...,10}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc1\x) at ([yshift=0.3\base]eemb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (enc1\x) at ([yshift=0.3\base]eemb\x.north) {};
\foreach \x in {1,2,...,10} \foreach \x in {1,2,...,10}
...@@ -121,10 +121,10 @@ ...@@ -121,10 +121,10 @@
} }
\coordinate (bridge) at ([yshift=1.4\base]enc16.north west); \coordinate (bridge) at ([yshift=1.4\base]enc16.north west);
\draw[-latex'] (enc210.north) .. controls +(north:0.4\base) and +(east:1.5\base) .. (bridge) .. controls +(west:8.0\base) and +(south west:0.8\base) .. (dec21.west); \draw[-latex'] (enc210.north) .. controls +(north:0.6\base) and +(east:2\base) .. (bridge) .. controls +(west:8.0\base) and +(south west:2.8\base) .. (dec21.west);
\coordinate (bridge) at ([yshift=1.6\base]enc16.north west); \coordinate (bridge) at ([yshift=1.6\base]enc16.north west);
\draw[-latex'] (enc110.east) .. controls +(east:0.5\base) and +(east:8\base) .. (bridge) .. controls +(west:7.5\base) and +(south west:0.1\base) .. (dec11.west); \draw[-latex'] ([yshift=-0.5em]enc110.east) .. controls +(north:1.5\base) and +(east:8\base) .. (bridge) .. controls +(west:7.5\base) and +(south west:1.2\base) .. (dec11.west);
% stack RNN % stack RNN
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
......
Chapter10/Figures/figure-encoder-decoder-with-attention.tex
...@@ -11,7 +11,7 @@ ...@@ -11,7 +11,7 @@
%%% a simple encoder-decoder model %%% a simple encoder-decoder model
\begin{scope} \begin{scope}
\foreach \x in {1,2,...,6} \foreach \x in {1,2,...,6}
\node[] (s\x) at (\x * 1.6em,0) {}; \node[] (s\x) at (\x * 2em,0) {};
\node [] (ws1) at (s1) {\scriptsize{这}}; \node [] (ws1) at (s1) {\scriptsize{这}};
\node [] (ws2) at (s2) {\scriptsize{是}}; \node [] (ws2) at (s2) {\scriptsize{是}};
...@@ -21,7 +21,7 @@ ...@@ -21,7 +21,7 @@
\node [] (ws6) at (s6) {\scriptsize{句子}}; \node [] (ws6) at (s6) {\scriptsize{句子}};
\foreach \x in {1,2,...,6} \foreach \x in {1,2,...,6}
\node[] (t\x) at (\x * 1.6em + 2.4in,0) {}; \node[] (t\x) at (\x * 2em + 2.8in,0) {};
\node [] (wt1) at (t1) {\scriptsize{This}}; \node [] (wt1) at (t1) {\scriptsize{This}};
\node [] (wt2) at (t2) {\scriptsize{is}}; \node [] (wt2) at (t2) {\scriptsize{is}};
...@@ -30,9 +30,9 @@ ...@@ -30,9 +30,9 @@
\node [] (wt5) at (t5) {\scriptsize{long}}; \node [] (wt5) at (t5) {\scriptsize{long}};
\node [] (wt6) at ([xshift=1em]t6) {\scriptsize{sentence}}; \node [] (wt6) at ([xshift=1em]t6) {\scriptsize{sentence}};
\node [anchor=south west,fill=red!30,minimum width=1.6in,minimum height=1.5em] (encoder) at ([yshift=1.0em]ws1.north west) {\footnotesize{Encoder}}; \node [anchor=south west,fill=red!30,minimum width=1.9in,minimum height=1.5em] (encoder) at ([yshift=1.0em,xshift=-0.4em]ws1.north west) {\footnotesize{Encoder}};
\node [anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=4.5em]encoder.east) {\footnotesize{Decoder}}; \node [anchor=west,fill=green!30,minimum height=1.5em] (representation) at ([xshift=2em]encoder.east) {\footnotesize{表示}};
\node [anchor=west,fill=green!30,minimum height=1.5em] (representation) at ([xshift=1em]encoder.east) {\footnotesize{表示}}; \node [anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=2em]representation.east) {\footnotesize{Decoder}};
\draw [->,thick] ([xshift=1pt]encoder.east)--([xshift=-1pt]representation.west); \draw [->,thick] ([xshift=1pt]encoder.east)--([xshift=-1pt]representation.west);
\draw [->,thick] ([xshift=1pt]representation.east)--([xshift=-1pt]decoder.west); \draw [->,thick] ([xshift=1pt]representation.east)--([xshift=-1pt]decoder.west);
...@@ -42,7 +42,7 @@ ...@@ -42,7 +42,7 @@
\foreach \x in {1,2,...,5} \foreach \x in {1,2,...,5}
\draw[<-] ([yshift=0.1em]t\x.north) -- ([yshift=1.2em]t\x.north); \draw[<-] ([yshift=0.1em]t\x.north) -- ([yshift=1.2em]t\x.north);
\draw[<-] ([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north); \draw[<-,thick] ([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north);
\node [anchor=north] (cap) at ([xshift=2em,yshift=-2.5em]encoder.south east) {\small{(a) 简单的编码器-解码器框架}}; \node [anchor=north] (cap) at ([xshift=2em,yshift=-2.5em]encoder.south east) {\small{(a) 简单的编码器-解码器框架}};
\end{scope} \end{scope}
...@@ -50,7 +50,7 @@ ...@@ -50,7 +50,7 @@
%%% a encoder-decoder model with attention %%% a encoder-decoder model with attention
\begin{scope}[yshift=-1.7in] \begin{scope}[yshift=-1.7in]
\foreach \x in {1,2,...,6} \foreach \x in {1,2,...,6}
\node[] (s\x) at (\x * 1.6em,0) {}; \node[] (s\x) at (\x * 2em,0) {};
\node [] (ws1) at (s1) {\scriptsize{这}}; \node [] (ws1) at (s1) {\scriptsize{这}};
\node [] (ws2) at (s2) {\scriptsize{是}}; \node [] (ws2) at (s2) {\scriptsize{是}};
...@@ -60,7 +60,7 @@ ...@@ -60,7 +60,7 @@
\node [] (ws6) at (s6) {\scriptsize{句子}}; \node [] (ws6) at (s6) {\scriptsize{句子}};
\foreach \x in {1,2,...,6} \foreach \x in {1,2,...,6}
\node[] (t\x) at (\x * 1.6em + 2.4in,0) {}; \node[] (t\x) at (\x * 2em + 2.8in,0) {};
\node [] (wt1) at (t1) {\scriptsize{This}}; \node [] (wt1) at (t1) {\scriptsize{This}};
\node [] (wt2) at (t2) {\scriptsize{is}}; \node [] (wt2) at (t2) {\scriptsize{is}};
...@@ -69,8 +69,8 @@ ...@@ -69,8 +69,8 @@
\node [] (wt5) at (t5) {\scriptsize{long}}; \node [] (wt5) at (t5) {\scriptsize{long}};
\node [] (wt6) at ([xshift=1em]t6) {\scriptsize{sentence}}; \node [] (wt6) at ([xshift=1em]t6) {\scriptsize{sentence}};
\node [anchor=south west,fill=red!30,minimum width=1.6in,minimum height=1.5em] (encoder) at ([yshift=1.0em]ws1.north west) {\footnotesize{Encoder}}; \node [anchor=south west,fill=red!30,minimum width=1.9in,minimum height=1.5em] (encoder) at ([yshift=1.0em,xshift=-0.4em]ws1.north west) {\footnotesize{Encoder}};
\node [anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=4.5em]encoder.east) {\footnotesize{Decoder}}; \node [anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=6.4em]encoder.east) {\footnotesize{Decoder}};
\foreach \x in {1,2,...,6} \foreach \x in {1,2,...,6}
\draw[->] ([yshift=0.1em]s\x.north) -- ([yshift=1.2em]s\x.north); \draw[->] ([yshift=0.1em]s\x.north) -- ([yshift=1.2em]s\x.north);
...@@ -78,11 +78,11 @@ ...@@ -78,11 +78,11 @@
\foreach \x in {1,2,...,5} \foreach \x in {1,2,...,5}
\draw[<-] ([yshift=0.1em]t\x.north) -- ([yshift=1.2em]t\x.north); \draw[<-] ([yshift=0.1em]t\x.north) -- ([yshift=1.2em]t\x.north);
\draw[<-] ([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north); \draw[<-,thick] ([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$\mathbi{C}_1$}} -- ([yshift=3em]t1.north) ; \draw [->,thick] ([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$\mathbi{C}_1$}} -- ([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$\mathbi{C}_2$}} -- ([yshift=3em]t2.north) ; \draw [->,thick] ([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$\mathbi{C}_2$}} -- ([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$\mathbi{C}_i$}} -- ([yshift=3.5em]t4.north) ; \draw [->,thick] ([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$\mathbi{C}_i$}} -- ([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-model-structure-based-on-recurrent-neural-network-translation.tex
...@@ -11,7 +11,7 @@ ...@@ -11,7 +11,7 @@
% RNN Encoder % RNN Encoder
\coordinate (eemb0) at (0,0); \coordinate (eemb0) at (0,0);
\foreach \x [count=\y from 0] in {1,2,...,10} \foreach \x [count=\y from 0] in {1,2,...,10}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.7\base]eemb\y.east) {};
\foreach \x in {1,2,...,10} \foreach \x in {1,2,...,10}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.5\base]eemb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.5\base]eemb\x.north) {};
\node[wordnode,left=0.4\base of enc1] (init) {$0$}; \node[wordnode,left=0.4\base of enc1] (init) {$0$};
...@@ -114,7 +114,7 @@ ...@@ -114,7 +114,7 @@
% legend % legend
\begin{scope}[shift={(10\base,2.5\base)}] \begin{scope}[shift={(10\base,2.5\base)}]
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,label={[label distance=3pt,font=\scriptsize]0:词嵌入层}] (emb) at (0,0) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,label={[label distance=3pt,font=\scriptsize]0:词嵌入层}] (emb) at (3,0) {};
\node[rnnnode,fill=blue!30!white,anchor=north west,label={[label distance=3pt,font=\scriptsize]0:循环单元}] (rnn) at ([yshift=2\base]emb.south west) {}; \node[rnnnode,fill=blue!30!white,anchor=north west,label={[label distance=3pt,font=\scriptsize]0:循环单元}] (rnn) at ([yshift=2\base]emb.south west) {};
\node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=north west,label={[label distance=3pt,font=\scriptsize]0:输出层}] (softmax) at ([yshift=2\base]rnn.south west) {}; \node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=north west,label={[label distance=3pt,font=\scriptsize]0:输出层}] (softmax) at ([yshift=2\base]rnn.south west) {};
\node [anchor=north west] (softmax2) at ([xshift=0.6\base]softmax.south west) {\scriptsize{Softmax}}; \node [anchor=north west] (softmax2) at ([xshift=0.6\base]softmax.south west) {\scriptsize{Softmax}};
......
Chapter10/Figures/figure-numbers-of-wmt-systems.tex
...@@ -5,7 +5,7 @@ ...@@ -5,7 +5,7 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope}[local bounding box=WMT] \begin{scope}[local bounding box=WMT]
\draw[->,thick] (0.4,0) to (9.5,0); \draw[->,thick] (0.4,0) to (11.5,0);
\draw[->,thick] (0.4,-0) to (0.4,4.3); \draw[->,thick] (0.4,-0) to (0.4,4.3);
\draw[thick] (0.4,2) to (0.6,2); \draw[thick] (0.4,2) to (0.6,2);
\draw[thick] (0.4,4) to (0.6,4); \draw[thick] (0.4,4) to (0.6,4);
...@@ -13,38 +13,38 @@ ...@@ -13,38 +13,38 @@
\node[font=\scriptsize] at (0,4) {20}; \node[font=\scriptsize] at (0,4) {20};
% 2015 % 2015
\node[minimum width=0.5cm,thick,minimum height=7*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2015) at (1.5*0.7,0.5pt) {}; \node[minimum width=0.7cm,thick,minimum height=7*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2015) at (1.5*0.7,0.5pt) {};
\node[minimum width=0.5cm,thick,minimum height=2*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2015) at (smt2015.south east) {}; \node[minimum width=0.7cm,thick,minimum height=2*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2015) at (smt2015.south east) {};
\node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2015.south east) {2015}; \node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2015.south east) {2015};
% 2016 % 2016
\node[minimum width=0.5cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2016) at ($(nmt2015.south east)+(0.7,0)$) {}; \node[minimum width=0.7cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2016) at ($(nmt2015.south east)+(0.7,0)$) {};
\node[minimum width=0.5cm,thick,minimum height=8*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2016) at (smt2016.south east) {}; \node[minimum width=0.7cm,thick,minimum height=8*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2016) at (smt2016.south east) {};
\node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2016.south east) {2016}; \node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2016.south east) {2016};
% 2017 % 2017
\node[minimum width=0.5cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2017) at ($(nmt2016.south east)+(0.7,0)$) {}; \node[minimum width=0.7cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2017) at ($(nmt2016.south east)+(0.7,0)$) {};
\node[minimum width=0.5cm,thick,minimum height=13*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2017) at (smt2017.south east) {}; \node[minimum width=0.7cm,thick,minimum height=13*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2017) at (smt2017.south east) {};
\node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2017.south east) {2017}; \node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2017.south east) {2017};
% 2018 % 2018
\node[minimum width=0.5cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2018) at ($(nmt2017.south east)+(0.7,0)$) {}; \node[minimum width=0.7cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2018) at ($(nmt2017.south east)+(0.7,0)$) {};
\node[minimum width=0.5cm,thick,minimum height=14*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2018) at (smt2018.south east) {}; \node[minimum width=0.7cm,thick,minimum height=14*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2018) at (smt2018.south east) {};
\node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2018.south east) {2018}; \node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2018.south east) {2018};
% 2019 % 2019
\node[minimum width=0.5cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2019) at ($(nmt2018.south east)+(0.7,0)$) {}; \node[minimum width=0.7cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (smt2019) at ($(nmt2018.south east)+(0.7,0)$) {};
\node[minimum width=0.5cm,thick,minimum height=21*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2019) at (smt2019.south east) {}; \node[minimum width=0.7cm,thick,minimum height=21*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west] (nmt2019) at (smt2019.south east) {};
\node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2019.south east) {2019}; \node[font=\scriptsize,anchor=north] () at ([yshift=-0.2em]smt2019.south east) {2019};
\end{scope} \end{scope}
% legend % legend
\ExtractX{$(nmt2015.west)$} \ExtractX{$(nmt2015.west)$}
\ExtractY{$(WMT.north)$} \ExtractY{$(WMT.north)$}
\node[minimum width=0.5cm,rectangle,fill=blue!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]0:统计机器翻译}] () at (\XCoord,\YCoord) {}; \node[minimum width=0.7cm,rectangle,fill=blue!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]0:统计机器翻译}] () at (\XCoord,\YCoord) {};
\ExtractX{$(nmt2017.west)$} \ExtractX{$(nmt2017.west)$}
\node[minimum width=0.5cm,rectangle,fill=red!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]0:神经机器翻译}] () at (\XCoord,\YCoord) {}; \node[minimum width=0.7cm,rectangle,fill=red!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]0:神经机器翻译}] () at (\XCoord,\YCoord) {};
% \node[font=\normalsize,rotate=90] () at ([xshift=-1em]WMT.west) {数量}; % \node[font=\normalsize,rotate=90] () at ([xshift=-1em]WMT.west) {数量};
\node[font=\normalsize] () at (0.4,4.5) {数量}; \node[font=\normalsize] () at (0.4,4.5) {数量};
\node[font=\normalsize] () at (9.5,-0.3) {年份}; \node[font=\normalsize] () at (11.5,-0.3) {年份};
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
Chapter10/Figures/figure-presentation-space.tex
...@@ -19,13 +19,13 @@ ...@@ -19,13 +19,13 @@
\end{scope} \end{scope}
\begin{scope}[xshift=1.3in] \begin{scope}[xshift=1.8in]
\node [anchor=south west,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space1) at (0,0) {}; \node [anchor=south west,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space1) at (0,0) {};
\node [anchor=south west,fill=blue,minimum width=0.1in,minimum height=0.1in] (unit1) at (0.2,0.8) {}; \node [anchor=south west,fill=blue,minimum width=0.1in,minimum height=0.1in] (unit1) at (0.2,0.8) {};
\node [anchor=south west,fill=ugreen,minimum width=0.1in,minimum height=0.1in] (unit2) at (0.7,0.3) {}; \node [anchor=south west,fill=ugreen,minimum width=0.1in,minimum height=0.1in] (unit2) at (0.7,0.3) {};
\node [anchor=south west,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space2) at (1.1in,0) {}; \node [anchor=south west,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space2) at (1.3in,0) {};
\node [anchor=south west,circle,fill=orange,minimum width=0.1in,minimum height=0.1in] (unit3) at (1.5in,1.3) {}; \node [anchor=south west,circle,fill=orange,minimum width=0.1in,minimum height=0.1in] (unit3) at (1.7in,1.3) {};
\draw [->] ([yshift=1pt]unit1.north) .. controls +(north:0.4) and +(west:2) .. ([yshift=0.0em,xshift=-1pt]unit3.west); \draw [->] ([yshift=1pt]unit1.north) .. controls +(north:0.4) and +(west:2) .. ([yshift=0.0em,xshift=-1pt]unit3.west);
\draw [->] ([xshift=1pt]unit2.east) .. controls +(east:1.5) and +(south:1) .. ([xshift=0.0em,yshift=-1pt]unit3.south); \draw [->] ([xshift=1pt]unit2.east) .. controls +(east:1.5) and +(south:1) .. ([xshift=0.0em,yshift=-1pt]unit3.south);
......
Chapter10/Figures/figure-query-model-corresponding-to-attention-mechanism.tex
...@@ -5,26 +5,26 @@ ...@@ -5,26 +5,26 @@
\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{${h}(\textrm{你})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value1) at (0,0) {\scriptsize{${h}(\textrm{你})$}};
\node [rnode,anchor=south west,fill=red!20!white] (value2) at ([xshift=1em]value1.south east) {\scriptsize{${h}(\textrm{什么})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value2) at ([xshift=2em]value1.south east) {\scriptsize{${h}(\textrm{什么})$}};
\node [rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=1em]value2.south east) {\scriptsize{${h}(\textrm{也})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=2em]value2.south east) {\scriptsize{${h}(\textrm{也})$}};
\node [rnode,anchor=south west,fill=red!20!white] (value4) at ([xshift=1em]value3.south east) {\scriptsize{${h}(\textrm{没})$}}; \node [rnode,anchor=south west,fill=red!20!white] (value4) at ([xshift=2em]value3.south east) {\scriptsize{${h}(\textrm{没})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key1) at ([yshift=0.2em]value1.north west) {\scriptsize{${h}(\textrm{你})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key1) at ([yshift=0.2em]value1.north west) {\scriptsize{${h}(\textrm{你})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key2) at ([yshift=0.2em]value2.north west) {\scriptsize{${h}(\textrm{什么})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key2) at ([yshift=0.2em]value2.north west) {\scriptsize{${h}(\textrm{什么})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key3) at ([yshift=0.2em]value3.north west) {\scriptsize{${h}(\textrm{也})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key3) at ([yshift=0.2em]value3.north west) {\scriptsize{${h}(\textrm{也})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key4) at ([yshift=0.2em]value4.north west) {\scriptsize{${h}(\textrm{没})$}}; \node [rnode,anchor=south west,fill=green!20!white] (key4) at ([yshift=0.2em]value4.north west) {\scriptsize{${h}(\textrm{没})$}};
\node [rnode,anchor=east] (query) at ([xshift=-2em]key1.west) {\scriptsize{${s}(\textrm{you})$}}; \node [rnode,anchor=east] (query) at ([xshift=-4em]key1.west) {\scriptsize{${s}(\textrm{you})$}};
\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);
\draw [->] ([yshift=1pt,xshift=3pt]query.north) .. controls +(90:1.5em) and +(90:1.5em) .. ([yshift=1pt]key2.north); \draw [->] ([yshift=1pt,xshift=3pt]query.north) .. controls +(90:1.5em) and +(90:1.5em) .. ([yshift=1pt]key2.north);
\draw [->] ([yshift=1pt]query.north) .. controls +(90:2em) and +(90:2em) .. ([yshift=1pt]key3.north); \draw [->] ([yshift=1pt]query.north) .. controls +(90:2em) and +(90:2em) .. ([yshift=1pt]key3.north);
\draw [->] ([yshift=1pt,xshift=-3pt]query.north) .. controls +(90:2.5em) and +(90:2.5em) .. ([yshift=1pt]key4.north); \draw [->] ([yshift=1pt,xshift=-3pt]query.north) .. controls +(90:2.5em) and +(90:2.5em) .. ([yshift=1pt]key4.north);
\node [anchor=south east] (alpha1) at ([xshift=1em]key1.north east) {\scriptsize{$\alpha_1=.4$}}; \node [anchor=south east] (alpha1) at ([xshift=1.5em]key1.north east) {\scriptsize{$\alpha_1=0.4$}};
\node [anchor=south east] (alpha2) at ([xshift=1em]key2.north east) {\scriptsize{$\alpha_2=.4$}}; \node [anchor=south east] (alpha2) at ([xshift=1.5em]key2.north east) {\scriptsize{$\alpha_2=0.4$}};
\node [anchor=south east] (alpha3) at ([xshift=1em]key3.north east) {\scriptsize{$\alpha_3=.1$}}; \node [anchor=south east] (alpha3) at ([xshift=1.5em]key3.north east) {\scriptsize{$\alpha_3=0.1$}};
\node [anchor=south east] (alpha4) at ([xshift=1em]key4.north east) {\scriptsize{$\alpha_4=.1$}}; \node [anchor=south east] (alpha4) at ([xshift=1.5em]key4.north east) {\scriptsize{$\alpha_4=0.1$}};
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
Chapter10/Figures/figure-query-model-corresponding-to-traditional-query-model-vs-attention-mechanism.tex
...@@ -5,12 +5,12 @@ ...@@ -5,12 +5,12 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{rnode} = [draw,minimum width=3em,minimum height=1.2em] \tikzstyle{rnode} = [draw,minimum width=3.5em,minimum height=1.2em]
\node [rnode,anchor=south west,fill=blue!20!white] (value1) at (0,0) {\scriptsize{value$_1$}}; \node [rnode,anchor=south west,fill=blue!20!white] (value1) at (0,0) {\scriptsize{value$_1$}};
\node [rnode,anchor=south west,fill=blue!20!white] (value2) at ([xshift=1em]value1.south east) {\scriptsize{value$_2$}}; \node [rnode,anchor=south west,fill=blue!20!white] (value2) at ([xshift=2em]value1.south east) {\scriptsize{value$_2$}};
\node [rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=1em]value2.south east) {\scriptsize{value$_3$}}; \node [rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=2em]value2.south east) {\scriptsize{value$_3$}};
\node [rnode,anchor=south west,fill=blue!20!white] (value4) at ([xshift=1em]value3.south east) {\scriptsize{value$_4$}}; \node [rnode,anchor=south west,fill=blue!20!white] (value4) at ([xshift=2em]value3.south east) {\scriptsize{value$_4$}};
\node [rnode,anchor=south west,pattern=north east lines] (key1) at ([yshift=0.2em]value1.north west) {}; \node [rnode,anchor=south west,pattern=north east lines] (key1) at ([yshift=0.2em]value1.north west) {};
\node [rnode,anchor=south west,pattern=dots] (key2) at ([yshift=0.2em]value2.north west) {}; \node [rnode,anchor=south west,pattern=dots] (key2) at ([yshift=0.2em]value2.north west) {};
...@@ -21,7 +21,7 @@ ...@@ -21,7 +21,7 @@
\node [fill=white,inner sep=1pt] (key1label) at (key3) {\scriptsize{key$_3$}}; \node [fill=white,inner sep=1pt] (key1label) at (key3) {\scriptsize{key$_3$}};
\node [fill=white,inner sep=1pt] (key1label) at (key4) {\scriptsize{key$_4$}}; \node [fill=white,inner sep=1pt] (key1label) at (key4) {\scriptsize{key$_4$}};
\node [rnode,anchor=east,pattern=horizontal lines] (query) at ([xshift=-3em]key1.west) {}; \node [rnode,anchor=east,pattern=horizontal lines] (query) at ([xshift=-4em]key1.west) {};
\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]query.north) .. controls +(90:2em) and +(90:2em) .. ([yshift=1pt]key3.north) node [pos=0.5,below,yshift=0.2em] {\scriptsize{匹配}}; \draw [->] ([yshift=1pt]query.north) .. controls +(90:2em) and +(90:2em) .. ([yshift=1pt]key3.north) node [pos=0.5,below,yshift=0.2em] {\scriptsize{匹配}};
......
Chapter10/Figures/figure-relationship-between-learning-rate-and-number-of-updates.tex
...@@ -4,7 +4,7 @@ ...@@ -4,7 +4,7 @@
\begin{tikzpicture} \begin{tikzpicture}
\footnotesize{ \footnotesize{
\begin{axis}[ \begin{axis}[
width=.60\textwidth, width=.8\textwidth,
height=.40\textwidth, height=.40\textwidth,
legend style={at={(0.60,0.08)}, anchor=south west}, legend style={at={(0.60,0.08)}, anchor=south west},
xlabel={\scriptsize{更新次数}}, xlabel={\scriptsize{更新次数}},
......
Chapter10/Figures/figure-score-of-mter.tex
...@@ -2,7 +2,7 @@ ...@@ -2,7 +2,7 @@
%\definecolor{ublue}{rgb}{0.152,0.250,0.545} %\definecolor{ublue}{rgb}{0.152,0.250,0.545}
\begin{tikzpicture} \begin{tikzpicture}
\begin{axis}[ \begin{axis}[
width=10cm, height=5cm, width=12cm, height=5cm,
symbolic x coords={1-15,16-25,26-35,>35}, symbolic x coords={1-15,16-25,26-35,>35},
xtick=data, xtick=data,
ytick={6,12,...,28}, ytick={6,12,...,28},
......
Chapter10/Figures/figure-structure-of-a-recurrent-network-model.tex
...@@ -6,11 +6,11 @@ ...@@ -6,11 +6,11 @@
\begin{scope}[scale=0.9] \begin{scope}[scale=0.9]
{\Large {\Large
\tikzstyle{rnnnode} = [draw,inner sep=5pt,minimum width=3em,minimum height=0.8em,fill=green!30!white,blur shadow={shadow xshift=1pt,shadow yshift=-1pt}] \tikzstyle{rnnnode} = [draw,inner sep=5pt,minimum width=3.6em,minimum height=0.8em,fill=green!30!white,blur shadow={shadow xshift=1pt,shadow yshift=-1pt}]
\node [anchor=west,rnnnode] (node11) at (0,0) {\scriptsize{RNN Cell}}; \node [anchor=west,rnnnode] (node11) at (0,0) {\scriptsize{RNN Cell}};
\node [anchor=west,rnnnode] (node12) at ([xshift=1em]node11.east) {\scriptsize{RNN Cell}}; \node [anchor=west,rnnnode] (node12) at ([xshift=2em]node11.east) {\scriptsize{RNN Cell}};
\node [anchor=west,rnnnode] (node13) at ([xshift=1em]node12.east) {\scriptsize{RNN Cell}}; \node [anchor=west,rnnnode] (node13) at ([xshift=2em]node12.east) {\scriptsize{RNN Cell}};
\node [anchor=west,rnnnode] (node14) at ([xshift=1em]node13.east) {\scriptsize{RNN Cell}}; \node [anchor=west,rnnnode] (node14) at ([xshift=2em]node13.east) {\scriptsize{RNN Cell}};
\node [anchor=north,rnnnode,fill=blue!30!white] (e1) at ([yshift=-1em]node11.south) {\scriptsize{}}; \node [anchor=north,rnnnode,fill=blue!30!white] (e1) at ([yshift=-1em]node11.south) {\scriptsize{}};
\node [anchor=north,rnnnode,fill=blue!30!white] (e2) at ([yshift=-1em]node12.south) {\scriptsize{}}; \node [anchor=north,rnnnode,fill=blue!30!white] (e2) at ([yshift=-1em]node12.south) {\scriptsize{}};
......
Chapter10/Figures/figure-structure-of-gnmt.tex
...@@ -12,9 +12,9 @@ ...@@ -12,9 +12,9 @@
% Encoder % Encoder
\begin{scope} \begin{scope}
\node[rnnnode,fill=green!20] (encemb1) at (0,0) {}; \node[rnnnode,fill=green!20] (encemb1) at (0,0) {};
\node[rnnnode,fill=green!20,right=\base of encemb1] (encemb2) {}; \node[rnnnode,fill=green!20,right=1.8\base of encemb1] (encemb2) {};
\node[rnnnode,draw=white,fill=white,right=\base of encemb2] (encemb3) {$\cdots$}; \node[rnnnode,draw=white,fill=white,right=1.8\base of encemb2] (encemb3) {$\cdots$};
\node[rnnnode,fill=green!20,right=\base of encemb3] (encemb4) {}; \node[rnnnode,fill=green!20,right=1.8\base of encemb3] (encemb4) {};
\node[rnnnode,above=\base of encemb1] (enc11) {}; \node[rnnnode,above=\base of encemb1] (enc11) {};
\node[rnnnode,above=\base of encemb2] (enc12) {}; \node[rnnnode,above=\base of encemb2] (enc12) {};
...@@ -103,10 +103,10 @@ ...@@ -103,10 +103,10 @@
\node[rnnnode,fill=orange!20,minimum width=3.5cm,anchor=south west] (attention) at ([yshift=\base]enc61.north west) {注意力机制}; \node[rnnnode,fill=orange!20,minimum width=3.5cm,anchor=south west] (attention) at ([yshift=\base]enc61.north west) {注意力机制};
\begin{scope} \begin{scope}
\node[rnnnode,fill=green!20,right=2.5cm of encemb4] (decemb1) {}; \node[rnnnode,fill=green!20,right=3cm of encemb4] (decemb1) {};
\node[rnnnode,fill=green!20,right=\base of decemb1] (decemb2) {}; \node[rnnnode,fill=green!20,right=1.8\base of decemb1] (decemb2) {};
\node[rnnnode,draw=white,fill=white,right=\base of decemb2] (decemb3) {$\cdots$}; \node[rnnnode,draw=white,fill=white,right=1.8\base of decemb2] (decemb3) {$\cdots$};
\node[rnnnode,fill=green!20,right=\base of decemb3] (decemb4) {}; \node[rnnnode,fill=green!20,right=1.8\base of decemb3] (decemb4) {};
\node[rnnnode,above=\base of decemb1] (dec11) {}; \node[rnnnode,above=\base of decemb1] (dec11) {};
\node[rnnnode,above=\base of decemb2] (dec12) {}; \node[rnnnode,above=\base of decemb2] (dec12) {};
...@@ -189,7 +189,7 @@ ...@@ -189,7 +189,7 @@
\end{scope} \end{scope}
% attention connections % attention connections
\draw[-latex',rounded corners=2pt] (dec11) -| ([xshift=-0.4cm]attention.south east); \draw[-latex',rounded corners=2pt] (dec11) -| ([xshift=-0.2cm]attention.south east);
\ExtractX{$([xshift=9pt]attention.east)$} \ExtractX{$([xshift=9pt]attention.east)$}
\ExtractY{$([yshift=2pt]dec11.north)$} \ExtractY{$([yshift=2pt]dec11.north)$}
...@@ -224,11 +224,11 @@ ...@@ -224,11 +224,11 @@
\draw[decorate,decoration={brace,mirror}] ([xshift=5pt]dec14.south east) to node [auto,swap,font=\scriptsize,name=label2] {8层} ([xshift=5pt]dec54.north east); \draw[decorate,decoration={brace,mirror}] ([xshift=5pt]dec14.south east) to node [auto,swap,font=\scriptsize,name=label2] {8层} ([xshift=5pt]dec54.north east);
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
\coordinate (tmp) at ([xshift=-4pt]label1.west); \coordinate (tmp) at ([xshift=-4pt]label1.west);
\node[draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label1) (encword1) (attention) (tmp)] (encoder) {}; \node[thick,draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label1) (encword1) (attention) (tmp)] (encoder) {};
\ExtractX{$([xshift=4pt]label2.east)$} \ExtractX{$([xshift=4pt]label2.east)$}
\ExtractY{$([yshift=6pt]decoutword4.north)$} \ExtractY{$([yshift=6pt]decoutword4.north)$}
\coordinate (tmp) at (\XCoord,\YCoord); \coordinate (tmp) at (\XCoord,\YCoord);
\node[draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label2) (decinword1) (decoutword4) (tmp)] (decoder) {}; \node[thick,draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label2) (decinword1) (decoutword4) (tmp)] (decoder) {};
\end{pgfonlayer} \end{pgfonlayer}
\node[wnode,anchor=north west] () at (encoder.north west) {编码器}; \node[wnode,anchor=north west] () at (encoder.north west) {编码器};
\node[wnode,anchor=north east] () at (decoder.north east) {解码器}; \node[wnode,anchor=north east] () at (decoder.north east) {解码器};
......
Chapter11/Figures/figure-average-pooling.tex
...@@ -2,32 +2,32 @@ ...@@ -2,32 +2,32 @@
\begin{tikzpicture}[node distance = 0cm] \begin{tikzpicture}[node distance = 0cm]
\node(num1)[num,fill=red!10]{1}; \node(num1)[num,fill=red!20]{1};
\node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!10]{5}; \node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!20]{5};
\node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!10]{0}; \node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!20]{0};
\node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!10]{6}; \node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!20]{6};
\node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!10]{4}; \node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!20]{4};
\node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!10]{7}; \node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!20]{7};
\node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!10]{5}; \node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!20]{5};
\node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!10]{8}; \node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!20]{8};
\node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!10]{3}; \node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!20]{3};
\node(num10)[num,below of = num9,yshift= -0.6cm,fill=yellow!10]{1}; \node(num20)[num,below of = num9,yshift= -0.6cm,fill=yellow!20]{1};
\node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!10]{2}; \node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!20]{2};
\node(num12)[num,below of = num11,yshift= -0.6cm,fill=yellow!10]{2}; \node(num12)[num,below of = num11,yshift= -0.6cm,fill=yellow!20]{2};
\node(num13)[num,right of = num11,xshift= 0.6cm,fill=blue!10]{1}; \node(num13)[num,right of = num11,xshift= 0.6cm,fill=blue!20]{1};
\node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!10]{3}; \node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!20]{3};
\node(num10)[num,right of = num13,xshift= 0.6cm,fill=blue!10]{0}; \node(num20)[num,right of = num13,xshift= 0.6cm,fill=blue!20]{0};
\node(num16)[num,below of = num10,yshift= -0.6cm,fill=blue!10]{4}; \node(num16)[num,below of = num20,yshift= -0.6cm,fill=blue!20]{4};
\draw[->,thick]([xshift=0.4cm,yshift=-0.4cm]num8.east)--([xshift=1.5cm,yshift=-0.4cm]num8.east); \draw[->,thick]([xshift=0.4cm,yshift=-0.4cm]num8.east)--([xshift=1.5cm,yshift=-0.4cm]num8.east);
\node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!10]{3}; \node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!20]{3};
\node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!10]{6}; \node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!20]{6};
\node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!10]{2}; \node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!20]{2};
\node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!10]{2}; \node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!20]{2};
\node [right of = num2,xshift= -0.7cm]{}; \node [right of = num2,xshift= -0.7cm]{};
......
Chapter11/Figures/figure-convolution-kernel.tex
\usetikzlibrary{decorations.pathreplacing} \usetikzlibrary{decorations.pathreplacing}
\tikzstyle{num} = [rectangle, minimum width = 0.8cm, minimum height = 0.8cm, text centered,align=center,thick,draw = black,fill=green!5] \tikzstyle{num} = [rectangle, minimum width = 0.8cm, minimum height = 0.8cm, text centered,align=center,thick,draw = black,fill=green!15]
\tikzstyle{att} = [rectangle, minimum width = 0.8cm, minimum height = 0.8cm, text centered,align=center] \tikzstyle{att} = [rectangle, minimum width = 0.8cm, minimum height = 0.8cm, text centered,align=center]
......
Chapter11/Figures/figure-deep-vs-light.tex
...@@ -30,7 +30,7 @@ ...@@ -30,7 +30,7 @@
\node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t2.south) {深度卷积}; \node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t2.south) {深度卷积};
\end{scope} \end{scope}
\begin{scope}[xshift=4cm] \begin{scope}[xshift=5cm]
\foreach \point in {0,1,2,3}{ \foreach \point in {0,1,2,3}{
\node[unit] (l1_\point) at (0, 0+\point*1.5em){}; \node[unit] (l1_\point) at (0, 0+\point*1.5em){};
\node[unit] (l2_\point) at (0, 8em+\point*1.5em){}; \node[unit] (l2_\point) at (0, 8em+\point*1.5em){};
......
Chapter11/Figures/figure-dimension-transformation.tex
\tikzstyle{num} = [minimum width = 0.6cm,minimum height = 0.6cm,draw,fill=green!10] \tikzstyle{num} = [minimum width = 0.6cm,minimum height = 0.6cm,draw,fill=green!20]
\begin{tikzpicture}[node distance = 0] \begin{tikzpicture}[node distance = 0]
\node[num] at (0,0){1}; \node[num] at (0,0){1};
...@@ -43,7 +43,7 @@ ...@@ -43,7 +43,7 @@
\node[num] at (2.4,3){2}; \node[num] at (2.4,3){2};
\node[num] at (3,3){1}; \node[num] at (3,3){1};
\node[minimum width = 1.8cm,minimum height = 1.8cm,draw=purple!40,line width=0.08cm,fill=purple!40,fill opacity=0.4] at (0.6,2.4) {}; \node[minimum width = 1.8cm,minimum height = 1.8cm,draw=purple!40,line width=0.08cm,fill=purple!50,fill opacity=0.4] at (0.6,2.4) {};
%\fill (4,1.5) circle (2pt); %\fill (4,1.5) circle (2pt);
\node [] at (4,1.5) {*}; \node [] at (4,1.5) {*};
......
Chapter11/Figures/figure-full-connection-vs-cnn-a.tex
\begin{tikzpicture}[node distance = 0] \begin{tikzpicture}[node distance = 0]
\foreach \x in {0,1,...,6}{ \foreach \x in {0,1,...,6}{
\draw[color=ublue,fill=blue!15,thick]( \x,0 )circle( 0.3); \draw[color=ublue,fill=blue!25,thick]( \x,0 )circle( 0.3);
} }
\foreach \x in {1,2,...,5}{ \foreach \x in {1,2,...,5}{
\draw[color=ublue,thick]( \x,2)circle( 0.3); \draw[color=ublue,thick]( \x,2)circle( 0.3);
......
Chapter11/Figures/figure-full-connection-vs-cnn-b.tex
\begin{tikzpicture}[node distance = 0] \begin{tikzpicture}[node distance = 0]
\foreach \x in {0,1,...,6}{ \foreach \x in {0,1,...,6}{
\draw[color=ublue,fill=blue!15,thick]( \x,0 )circle( 0.3); \draw[color=ublue,fill=blue!25,thick]( \x,0 )circle( 0.3);
} }
\foreach \x in {1,2,...,5}{ \foreach \x in {1,2,...,5}{
\draw[color=ublue,thick]( \x,2)circle( 0.3); \draw[color=ublue,thick]( \x,2)circle( 0.3);
......
Chapter11/Figures/figure-max-pooling.tex
...@@ -2,32 +2,32 @@ ...@@ -2,32 +2,32 @@
\begin{tikzpicture}[node distance = 0cm] \begin{tikzpicture}[node distance = 0cm]
\node(num1)[num,fill=red!10]{1}; \node(num1)[num,fill=red!20]{1};
\node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!10]{5}; \node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!20]{5};
\node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!10]{0}; \node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!20]{0};
\node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!10]{6}; \node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!20]{6};
\node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!10]{4}; \node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!20]{4};
\node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!10]{7}; \node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!20]{7};
\node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!10]{5}; \node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!20]{5};
\node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!10]{8}; \node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!20]{8};
\node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!10]{3}; \node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!20]{3};
\node(num10)[num,below of = num9,yshift= -0.6cm,fill=yellow!10]{1}; \node(num10)[num,below of = num9,yshift= -0.6cm,fill=yellow!20]{1};
\node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!10]{2}; \node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!20]{2};
\node(num12)[num,below of = num11,yshift= -0.6cm,fill=yellow!10]{2}; \node(num12)[num,below of = num11,yshift= -0.6cm,fill=yellow!20]{2};
\node(num13)[num,right of = num11,xshift= 0.6cm,fill=blue!10]{1}; \node(num13)[num,right of = num11,xshift= 0.6cm,fill=blue!20]{1};
\node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!10]{3}; \node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!20]{3};
\node(num10)[num,right of = num13,xshift= 0.6cm,fill=blue!10]{0}; \node(num10)[num,right of = num13,xshift= 0.6cm,fill=blue!20]{0};
\node(num16)[num,below of = num10,yshift= -0.6cm,fill=blue!10]{4}; \node(num16)[num,below of = num10,yshift= -0.6cm,fill=blue!20]{4};
\draw[->,thick]([xshift=0.4cm,yshift=-0.4cm]num8.east)--([xshift=1.5cm,yshift=-0.4cm]num8.east); \draw[->,thick]([xshift=0.4cm,yshift=-0.4cm]num8.east)--([xshift=1.5cm,yshift=-0.4cm]num8.east);
\node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!10]{6}; \node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!20]{6};
\node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!10]{8}; \node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!20]{8};
\node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!10]{3}; \node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!20]{3};
\node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!10]{4}; \node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!20]{4};
\node [right of = num20,xshift= 0.7cm]{}; \node [right of = num20,xshift= 0.7cm]{};
......
Chapter11/Figures/figure-padding-and-conv.tex
\tikzstyle{num} = [minimum width = 0.6cm,minimum height = 0.6cm,draw,fill=green!10] \tikzstyle{num} = [minimum width = 0.6cm,minimum height = 0.6cm,draw,fill=green!20]
\tikzstyle{pad} = [minimum width = 0.6cm,minimum height = 0.6cm,draw,fill=blue!10] \tikzstyle{pad} = [minimum width = 0.6cm,minimum height = 0.6cm,draw,fill=blue!20]
\begin{tikzpicture}[node distance = 0] \begin{tikzpicture}[node distance = 0]
\node[pad] at (-0.6,-0.6){0}; \node[pad] at (-0.6,-0.6){0};
...@@ -74,8 +74,8 @@ ...@@ -74,8 +74,8 @@
\node[pad] at (3,3.6){0}; \node[pad] at (3,3.6){0};
\node[pad] at (3.6,3.6){0}; \node[pad] at (3.6,3.6){0};
\node[minimum width = 1.8cm,minimum height = 1.8cm,draw=purple!40,line width=0.08cm,fill=purple!40,fill opacity=0.4] at (0,3) {}; \node[minimum width = 1.8cm,minimum height = 1.8cm,draw=purple!40,line width=0.08cm,fill=purple!50,fill opacity=0.4] at (0,3) {};
\node[minimum width = 1.8cm,minimum height = 1.8cm,draw=orange!40,line width=0.08cm,fill=orange!40,fill opacity=0.4] at (0.6,2.4) {}; \node[minimum width = 1.8cm,minimum height = 1.8cm,draw=orange!40,line width=0.08cm,fill=orange!50,fill opacity=0.4] at (0.6,2.4) {};
%\fill (4.55,1.5) circle (2pt); %\fill (4.55,1.5) circle (2pt);
\node [] at (4.55,1.5) {*}; \node [] at (4.55,1.5) {*};
......
Chapter11/Figures/figure-single-glu.tex
...@@ -6,16 +6,16 @@ ...@@ -6,16 +6,16 @@
\tikzstyle{word} = [inner sep=0pt, font=\scriptsize,minimum height=\bd] \tikzstyle{word} = [inner sep=0pt, font=\scriptsize,minimum height=\bd]
%\draw[fill=blue!8,xshift=0.3cm,yshift=0.5cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+6*\bd,0cm+9*\bd); %\draw[fill=blue!8,xshift=0.3cm,yshift=0.5cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+6*\bd,0cm+9*\bd);
\draw[fill=cyan!10] (0cm,0cm) -- (4*\bd,0cm) -- (4*\bd,8*\bd) -- (0cm, 8*\bd) -- (0cm,0cm); \draw[fill=cyan!20] (0cm,0cm) -- (4*\bd,0cm) -- (4*\bd,8*\bd) -- (0cm, 8*\bd) -- (0cm,0cm);
\draw[cyan,step=\bd,line width=0.8pt] (0cm,0cm) grid (0cm+4*\bd,0cm+8*\bd); \draw[cyan,step=\bd,line width=0.8pt] (0cm,0cm) grid (0cm+4*\bd,0cm+8*\bd);
\draw[fill=red!5] (0cm,1*\bd) -- (4*\bd,1*\bd) -- (4*\bd,7*\bd) -- (0cm, 7*\bd) -- (0cm,1*\bd); \draw[fill=red!10] (0cm,1*\bd) -- (4*\bd,1*\bd) -- (4*\bd,7*\bd) -- (0cm, 7*\bd) -- (0cm,1*\bd);
\draw[red!50,step=\bd,xshift=0cm,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd); \draw[red!60,step=\bd,xshift=0cm,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd);
\draw[fill=ugreen!5] (7*\bd,\bd) -- (11*\bd,\bd) -- (11*\bd,7*\bd) -- (7*\bd, 7*\bd) -- (7*\bd,\bd); \draw[fill=ugreen!10] (7*\bd,\bd) -- (11*\bd,\bd) -- (11*\bd,7*\bd) -- (7*\bd, 7*\bd) -- (7*\bd,\bd);
\draw[ugreen!60,step=\bd,xshift=7*\bd,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd); \draw[ugreen!70,step=\bd,xshift=7*\bd,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd);
\draw[fill=ugreen!5] (11.5*\bd,\bd) -- (15.5*\bd,\bd) -- (15.5*\bd,7*\bd) -- (11.5*\bd, 7*\bd) -- (11.5*\bd,\bd); \draw[fill=ugreen!10] (11.5*\bd,\bd) -- (15.5*\bd,\bd) -- (15.5*\bd,7*\bd) -- (11.5*\bd, 7*\bd) -- (11.5*\bd,\bd);
\draw[ugreen!60,step=\bd,xshift=11.5*\bd,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd); \draw[ugreen!70,step=\bd,xshift=11.5*\bd,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd);
\draw[fill=blue!5] (18.5*\bd,\bd) -- (22.5*\bd,\bd) -- (22.5*\bd,7*\bd) -- (18.5*\bd, 7*\bd) -- (18.5*\bd,\bd); \draw[fill=blue!10] (18.5*\bd,\bd) -- (22.5*\bd,\bd) -- (22.5*\bd,7*\bd) -- (18.5*\bd, 7*\bd) -- (18.5*\bd,\bd);
\draw[blue!50,step=\bd,xshift=18.5*\bd,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd); \draw[blue!60,step=\bd,xshift=18.5*\bd,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd);
\draw[-,line width=0.6pt] (4*\bd, 0.5*\bd) -- (5.5*\bd, 1.5*\bd) -- (4*\bd, 2.5*\bd); \draw[-,line width=0.6pt] (4*\bd, 0.5*\bd) -- (5.5*\bd, 1.5*\bd) -- (4*\bd, 2.5*\bd);
...@@ -44,7 +44,7 @@ ...@@ -44,7 +44,7 @@
\node[word] (w7) at ([yshift=-\bd]w6) {。}; \node[word] (w7) at ([yshift=-\bd]w6) {。};
\node[word] (w8) at ([yshift=-\bd]w7) {$<$p$>$}; \node[word] (w8) at ([yshift=-\bd]w7) {$<$p$>$};
\node[inner sep=2pt,word,fill=green!5,draw=ugreen,dotted,very thick,minimum width=6em,align=center,minimum height=4em] (sub) at ([xshift=11cm,yshift=-0.1cm]w1.east) { \node[inner sep=2pt,word,fill=green!10,draw=ugreen,dotted,very thick,minimum width=6em,align=center,minimum height=4em] (sub) at ([xshift=11cm,yshift=-0.1cm]w1.east) {
\begin{tabular}{r l} \begin{tabular}{r l}
$<$p$>$：& 填充 \\ $<$p$>$：& 填充 \\
$\sigma$：& sigmoid函数 \\ $\sigma$：& sigmoid函数 \\
......
Chapter11/Figures/figure-standard-convolution-neural-network-module.tex
\tikzstyle{input} = [rectangle, minimum width = 1cm, minimum height = 3cm, text centered] \tikzstyle{input} = [rectangle, minimum width = 1.5cm, minimum height = 3cm, text centered]
\tikzstyle{output} = [rectangle, minimum width = 1cm, minimum height = 3cm, text centered] \tikzstyle{output} = [rectangle, minimum width = 1.5cm, minimum height = 3cm, text centered]
\tikzstyle{convolution} = [rectangle, minimum width = 0.7cm, minimum height = 2cm, text centered, fill = red!10, draw = black, thick] \tikzstyle{convolution} = [rectangle, minimum width = 1cm, minimum height = 2cm, text centered, fill = red!20, draw = black, thick]
\tikzstyle{activation} = [rectangle, minimum width = 0.7cm, minimum height = 2cm, text centered, fill = blue!10, draw = black, thick] \tikzstyle{activation} = [rectangle, minimum width = 1cm, minimum height = 2cm, text centered, fill = blue!20, draw = black, thick]
\tikzstyle{pooling} = [rectangle, thick, minimum width = 0.7cm, minimum height = 2cm, text centered, draw = black, fill = ugreen!10] \tikzstyle{pooling} = [rectangle, thick, minimum width = 1cm, minimum height = 2cm, text centered, draw = black, fill = ugreen!20]
\tikzstyle{arrow} = [thick, ->, >=stealth] \tikzstyle{arrow} = [thick, ->, >=stealth]
\begin{tikzpicture}[node distance = 0cm] \begin{tikzpicture}[node distance = 0cm]
\node(input)[input, align=center]{输\\入}; \node(input)[input, align=center]{输\\入};
\node(convolution)[convolution,right of = input,xshift = 2cm, align=center]{卷\\积\\层}; \node(convolution)[convolution,right of = input,xshift = 2.5cm, align=center]{卷\\积\\层};
\node(activation)[activation,right of = convolution,xshift = 2cm, align=center]{激\\活\\函\\数}; \node(activation)[activation,right of = convolution,xshift = 2.5cm, align=center]{激\\活\\函\\数};
\node(pooling)[pooling,right of = activation,xshift = 2cm, align=center]{池\\化\\层}; \node(pooling)[pooling,right of = activation,xshift = 2.5cm, align=center]{池\\化\\层};
\node(output)[output,right of = pooling,xshift= 2cm, align=center]{输\\出}; \node(output)[output,right of = pooling,xshift= 2.5cm, align=center]{输\\出};
\draw [arrow] (input) -- ([xshift=-0.15cm]convolution.180); \draw [arrow] (input) -- ([xshift=-0.15cm]convolution.180);
\draw [arrow] ([xshift=0.15cm]convolution.0) -- ([xshift=-0.15cm]activation.180); \draw [arrow] ([xshift=0.15cm]convolution.0) -- ([xshift=-0.15cm]activation.180);
......
Chapter11/Figures/figure-standard.tex
...@@ -43,7 +43,7 @@ ...@@ -43,7 +43,7 @@
\node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t1.south) {(a) 标准卷积}; \node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t1.south) {(a) 标准卷积};
\end{scope} \end{scope}
\begin{scope}[xshift=4cm] \begin{scope}[xshift=5cm]
\foreach \point in {0,1,2}{ \foreach \point in {0,1,2}{
\node[unit] (l1_\point) at (0, 0+\point*1.5em){}; \node[unit] (l1_\point) at (0, 0+\point*1.5em){};
\node[unit] (l2_\point) at (0, 6em+\point*1.5em){}; \node[unit] (l2_\point) at (0, 6em+\point*1.5em){};
...@@ -77,7 +77,7 @@ ...@@ -77,7 +77,7 @@
\node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t2.south) {(b) 深度卷积}; \node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t2.south) {(b) 深度卷积};
\end{scope} \end{scope}
\begin{scope}[xshift=8cm] \begin{scope}[xshift=10cm]
\foreach \point in {0,1,2}{ \foreach \point in {0,1,2}{
\node[unit] (l1_\point) at (0, 0+\point*1.5em){}; \node[unit] (l1_\point) at (0, 0+\point*1.5em){};
\node[unit] (l2_\point) at (0, 6em+\point*1.5em){}; \node[unit] (l2_\point) at (0, 6em+\point*1.5em){};
......
Chapter11/Figures/figure-use-cnn-in-nmt.tex
...@@ -5,41 +5,41 @@ ...@@ -5,41 +5,41 @@
\begin{scope} \begin{scope}
%\tikzstyle{every node}=[scale=0.8] %\tikzstyle{every node}=[scale=0.8]
\tikzstyle{line} = [dash pattern=on 2pt off 1pt,line width=0.5pt] \tikzstyle{line} = [dash pattern=on 2pt off 1pt,line width=0.5pt]
\tikzstyle{cir} = [thin,fill=blue!8,draw,circle,minimum size =0.5em,drop shadow={shadow xshift=0.15em, shadow yshift=-0.1em}] \tikzstyle{cir} = [thin,fill=blue!15,draw,circle,minimum size =0.5em,drop shadow={shadow xshift=0.15em, shadow yshift=-0.1em}]
\tikzstyle{word} = [inner sep=0pt, font=\scriptsize,minimum height=\bcc] \tikzstyle{word} = [inner sep=0pt, font=\scriptsize,minimum height=\bcc]
\draw[fill=red!8,line width=0.2pt] (0cm,0cm+1*\bcc) rectangle (0cm+4*\bcc,0cm+7*\bcc); \draw[fill=red!15,line width=0.2pt] (0cm,0cm+1*\bcc) rectangle (0cm+4*\bcc,0cm+7*\bcc);
\draw[fill=cyan!14,line width=0.2pt] (0cm,0cm) rectangle (0cm+4*\bcc,0cm+1*\bcc); \draw[fill=cyan!20,line width=0.2pt] (0cm,0cm) rectangle (0cm+4*\bcc,0cm+1*\bcc);
\draw[fill=cyan!14,line width=0.2pt] (0cm,0cm+7*\bcc) rectangle (0cm+4*\bcc,0cm+8*\bcc); \draw[fill=cyan!20,line width=0.2pt] (0cm,0cm+7*\bcc) rectangle (0cm+4*\bcc,0cm+8*\bcc);
\draw[step=\bcc] (0cm,0cm) grid (0cm+4*\bcc,0cm+8*\bcc); \draw[step=\bcc] (0cm,0cm) grid (0cm+4*\bcc,0cm+8*\bcc);
%\draw[line width=0.7pt] (0cm,0cm) rectangle (0cm+4*\bcc,0cm+8*\bcc); %\draw[line width=0.7pt] (0cm,0cm) rectangle (0cm+4*\bcc,0cm+8*\bcc);
\draw[red!50,line width=1.8pt] (0cm,0cm+5*\bcc) rectangle (0cm+4*\bcc,0cm+8*\bcc); \draw[red!70,line width=1.8pt] (0cm,0cm+5*\bcc) rectangle (0cm+4*\bcc,0cm+8*\bcc);
\draw[ugreen!50,line width=1.8pt] (0cm,0cm+1*\bcc) rectangle (0cm+4*\bcc,0cm+4*\bcc); \draw[ugreen!70,line width=1.8pt] (0cm,0cm+1*\bcc) rectangle (0cm+4*\bcc,0cm+4*\bcc);
\draw[fill=blue!8,xshift=5.0cm,yshift=1.0cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); \draw[fill=blue!15,xshift=5.0cm,yshift=1.0cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[step=\bcc,xshift=5.0cm,yshift=1.0cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc); \draw[step=\bcc,xshift=5.0cm,yshift=1.0cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc);
%\draw[line width=0.7pt,xshift=5.0cm,yshift=1.0cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); %\draw[line width=0.7pt,xshift=5.0cm,yshift=1.0cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[fill=blue!8,xshift=5.2cm,yshift=0.8cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); \draw[fill=blue!15,xshift=5.2cm,yshift=0.8cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[step=\bcc,xshift=5.2cm,yshift=0.8cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc); \draw[step=\bcc,xshift=5.2cm,yshift=0.8cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc);
%\draw[line width=0.7pt,xshift=5.2cm,yshift=0.8cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); %\draw[line width=0.7pt,xshift=5.2cm,yshift=0.8cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[ugreen!50,line width=2pt,xshift=5.2cm,yshift=0.8cm] (0cm,0cm+1*\bcc) rectangle (0cm+1*\bcc,0cm+2*\bcc); \draw[ugreen!70,line width=2pt,xshift=5.2cm,yshift=0.8cm] (0cm,0cm+1*\bcc) rectangle (0cm+1*\bcc,0cm+2*\bcc);
\draw[fill=blue!8,xshift=5.4cm,yshift=0.6cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); \draw[fill=blue!15,xshift=5.4cm,yshift=0.6cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[step=\bcc,xshift=5.4cm,yshift=0.6cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc); \draw[step=\bcc,xshift=5.4cm,yshift=0.6cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc);
%\draw[line width=0.7pt,xshift=5.4cm,yshift=0.6cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); %\draw[line width=0.7pt,xshift=5.4cm,yshift=0.6cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[fill=blue!8,xshift=5.6cm,yshift=0.4cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); \draw[fill=blue!15,xshift=5.6cm,yshift=0.4cm,line width=0.2pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[step=\bcc,xshift=5.6cm,yshift=0.4cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc); \draw[step=\bcc,xshift=5.6cm,yshift=0.4cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+6*\bcc);
%\draw[line width=0.7pt,xshift=5.6cm,yshift=0.4cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); %\draw[line width=0.7pt,xshift=5.6cm,yshift=0.4cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[red!50,line width=2pt,xshift=5.6cm,yshift=0.4cm] (0cm,0cm+5*\bcc) rectangle (0cm+1*\bcc,0cm+6*\bcc); \draw[red!70,line width=2pt,xshift=5.6cm,yshift=0.4cm] (0cm,0cm+5*\bcc) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[red!50,line width=0.5pt] (0cm+4*\bcc,0cm+8*\bcc) -- ([xshift=5.6cm,yshift=0.4cm]0cm,0cm+6*\bcc); \draw[red!70,line width=0.5pt] (0cm+4*\bcc,0cm+8*\bcc) -- ([xshift=5.6cm,yshift=0.4cm]0cm,0cm+6*\bcc);
\draw[red!50,line width=0.5pt] (0cm+4*\bcc,0cm+5*\bcc) -- ([xshift=5.6cm,yshift=0.4cm]0cm,0cm+5*\bcc); \draw[red!70,line width=0.5pt] (0cm+4*\bcc,0cm+5*\bcc) -- ([xshift=5.6cm,yshift=0.4cm]0cm,0cm+5*\bcc);
\draw[ugreen!50,line width=0.5pt] (0cm+4*\bcc,0cm+4*\bcc) -- ([xshift=5.2cm,yshift=0.8cm]0cm,0cm+2*\bcc); \draw[ugreen!70,line width=0.5pt] (0cm+4*\bcc,0cm+4*\bcc) -- ([xshift=5.2cm,yshift=0.8cm]0cm,0cm+2*\bcc);
\draw[ugreen!50,line width=0.5pt] (0cm+4*\bcc,0cm+1*\bcc) -- ([xshift=5.2cm,yshift=0.8cm]0cm,0cm+1*\bcc); \draw[ugreen!70,line width=0.5pt] (0cm+4*\bcc,0cm+1*\bcc) -- ([xshift=5.2cm,yshift=0.8cm]0cm,0cm+1*\bcc);
\node[word] (w1) at (-0.5cm, 3.0cm) {$<$p$>$}; \node[word] (w1) at (-0.5cm, 3.0cm) {$<$p$>$};
\node[word] (w2) at ([yshift=-\bcc]w1) {今天}; \node[word] (w2) at ([yshift=-\bcc]w1) {今天};
......
Chapter11/Figures/figure-use-cnn-in-sentence-classification.tex
...@@ -5,7 +5,7 @@ ...@@ -5,7 +5,7 @@
\begin{scope} \begin{scope}
%\tikzstyle{every node}=[scale=0.8] %\tikzstyle{every node}=[scale=0.8]
\tikzstyle{line} = [dash pattern=on 2pt off 1pt,line width=0.6pt] \tikzstyle{line} = [dash pattern=on 2pt off 1pt,line width=0.6pt]
\tikzstyle{cir} = [thin,fill=blue!8,draw,circle,minimum size =0.5em,drop shadow={shadow xshift=0.15em, shadow yshift=-0.1em}] \tikzstyle{cir} = [thin,fill=blue!15,draw,circle,minimum size =0.5em,drop shadow={shadow xshift=0.15em, shadow yshift=-0.1em}]
\tikzstyle{word} = [inner sep=0pt, font=\footnotesize,minimum height=\bcc] \tikzstyle{word} = [inner sep=0pt, font=\footnotesize,minimum height=\bcc]
%\draw[fill=blue!8,xshift=0.3cm,yshift=0.5cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+6*\bcc,0cm+9*\bcc); %\draw[fill=blue!8,xshift=0.3cm,yshift=0.5cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+6*\bcc,0cm+9*\bcc);
...@@ -13,30 +13,30 @@ ...@@ -13,30 +13,30 @@
%\draw[red!60,line width=2pt,xshift=0.3cm,yshift=0.5cm] (0cm,0cm+2*\bcc) rectangle (0cm+6*\bcc,0cm+4*\bcc); %\draw[red!60,line width=2pt,xshift=0.3cm,yshift=0.5cm] (0cm,0cm+2*\bcc) rectangle (0cm+6*\bcc,0cm+4*\bcc);
% 输入矩阵 % 输入矩阵
\draw[thick,fill=blue!8,line width=0.6pt] (0cm,0cm) rectangle (0cm+6*\bcc,0cm+9*\bcc); \draw[thick,fill=blue!15,line width=0.6pt] (0cm,0cm) rectangle (0cm+6*\bcc,0cm+9*\bcc);
\draw[step=\bcc,gray] (0cm,0cm) grid (0cm+6*\bcc,0cm+9*\bcc); \draw[step=\bcc,gray] (0cm,0cm) grid (0cm+6*\bcc,0cm+9*\bcc);
\draw[red!60,line width=2pt] (0cm,0cm) rectangle (0cm+6*\bcc,0cm+2*\bcc); \draw[red!80,line width=2pt] (0cm,0cm) rectangle (0cm+6*\bcc,0cm+2*\bcc);
\draw[ugreen!60,line width=2pt] (0cm,0cm+3*\bcc) rectangle (0cm+6*\bcc,0cm+6*\bcc); \draw[ugreen!80,line width=2pt] (0cm,0cm+3*\bcc) rectangle (0cm+6*\bcc,0cm+6*\bcc);
\draw[red!60,line width=2pt] (0cm,0cm+7*\bcc) rectangle (0cm+6*\bcc,0cm+9*\bcc); \draw[red!80,line width=2pt] (0cm,0cm+7*\bcc) rectangle (0cm+6*\bcc,0cm+9*\bcc);
% 特征图 % 特征图
\draw[fill=blue!8,xshift=5.0cm,yshift=1.3cm,line width=0.6pt] (0cm,0cm-1*\bcc) rectangle (0cm+1*\bcc,0cm+6*\bcc); \draw[fill=blue!15,xshift=5.0cm,yshift=1.3cm,line width=0.6pt] (0cm,0cm-1*\bcc) rectangle (0cm+1*\bcc,0cm+6*\bcc);
\draw[step=\bcc,gray,xshift=5.0cm,yshift=1.3cm] (0cm,0cm-1*\bcc) grid (0cm+1*\bcc,0cm+6*\bcc); \draw[step=\bcc,gray,xshift=5.0cm,yshift=1.3cm] (0cm,0cm-1*\bcc) grid (0cm+1*\bcc,0cm+6*\bcc);
\draw[ugreen!60,line width=2pt,xshift=5.0cm,yshift=1.3cm] (0cm,0cm+2*\bcc) rectangle (0cm+1*\bcc,0cm+3*\bcc); \draw[ugreen!80,line width=2pt,xshift=5.0cm,yshift=1.3cm] (0cm,0cm+2*\bcc) rectangle (0cm+1*\bcc,0cm+3*\bcc);
%最大池化 %最大池化
\draw [gray,fill=blue!8,line width=0.6pt](8cm,2.2cm) -- (8.4cm, 2.2cm) -- (8.7cm,1.4cm) -- (8.3cm, 1.4cm) -- (8cm,2.2cm); \draw [gray,fill=blue!15,line width=0.6pt](8cm,2.2cm) -- (8.4cm, 2.2cm) -- (8.7cm,1.4cm) -- (8.3cm, 1.4cm) -- (8cm,2.2cm);
\draw [gray](8.15cm,1.8cm) -- (8.55cm,1.8cm); \draw [gray](8.15cm,1.8cm) -- (8.55cm,1.8cm);
%\draw [gray](8.3cm,1.8cm) -- (8.7cm,1.8cm); %\draw [gray](8.3cm,1.8cm) -- (8.7cm,1.8cm);
%\draw [gray](8.45cm,1.4cm) -- (8.85cm,1.4cm); %\draw [gray](8.45cm,1.4cm) -- (8.85cm,1.4cm);
%全连接层 %全连接层
\draw [gray,fill=blue!8,line width=0.6pt](11cm,2.2cm) -- (11.4cm, 2.2cm) -- (11.7cm,1.8cm) -- (11.3cm, 1.8cm) -- (11cm,2.2cm); \draw [gray,fill=blue!15,line width=0.6pt](11cm,2.2cm) -- (11.4cm, 2.2cm) -- (11.7cm,1.8cm) -- (11.3cm, 1.8cm) -- (11cm,2.2cm);
%\draw [gray](11.15cm,1.8cm) -- (11.55cm,1.8cm); %\draw [gray](11.15cm,1.8cm) -- (11.55cm,1.8cm);
%最大池化 %最大池化
\draw[ugreen!60,line] ([xshift=5.0cm,yshift=1.3cm]0cm+1*\bcc,0cm+6*\bcc) -- (8cm,2.2cm); \draw[ugreen!80,line] ([xshift=5.0cm,yshift=1.3cm]0cm+1*\bcc,0cm+6*\bcc) -- (8cm,2.2cm);
\draw[ugreen!60,line] ([xshift=5.0cm,yshift=1.3cm]0cm+1*\bcc,0cm-1*\bcc) -- (8.15cm,1.8cm); \draw[ugreen!80,line] ([xshift=5.0cm,yshift=1.3cm]0cm+1*\bcc,0cm-1*\bcc) -- (8.15cm,1.8cm);
%特征图 %特征图
%\draw[fill=blue!8,xshift=5.2cm,yshift=1.0cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc); %\draw[fill=blue!8,xshift=5.2cm,yshift=1.0cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+6*\bcc);
...@@ -45,25 +45,25 @@ ...@@ -45,25 +45,25 @@
%\draw[fill=blue!8,xshift=5.4cm,yshift=0.3cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+7*\bcc); %\draw[fill=blue!8,xshift=5.4cm,yshift=0.3cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+7*\bcc);
%\draw[step=\bcc,gray,xshift=5.4cm,yshift=0.3cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+7*\bcc); %\draw[step=\bcc,gray,xshift=5.4cm,yshift=0.3cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+7*\bcc);
\draw[fill=blue!8,xshift=5.6cm,yshift=0cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+8*\bcc); \draw[fill=blue!15,xshift=5.6cm,yshift=0cm,line width=0.6pt] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+8*\bcc);
\draw[step=\bcc,gray,xshift=5.6cm,yshift=0cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+8*\bcc); \draw[step=\bcc,gray,xshift=5.6cm,yshift=0cm] (0cm,0cm) grid (0cm+1*\bcc,0cm+8*\bcc);
\draw[red!60,line width=2pt,xshift=5.6cm,yshift=0cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+1*\bcc); \draw[red!80,line width=2pt,xshift=5.6cm,yshift=0cm] (0cm,0cm) rectangle (0cm+1*\bcc,0cm+1*\bcc);
\draw[red!60,line width=2pt,xshift=5.6cm,yshift=0cm] (0cm,0cm+7*\bcc) rectangle (0cm+1*\bcc,0cm+8*\bcc); \draw[red!80,line width=2pt,xshift=5.6cm,yshift=0cm] (0cm,0cm+7*\bcc) rectangle (0cm+1*\bcc,0cm+8*\bcc);
% 全连接线 % 全连接线
\draw[line] (8.4cm, 2.2cm) -- (11.2cm,2.2cm); \draw[line] (8.4cm, 2.2cm) -- (11.2cm,2.2cm);
\draw[line] (8.7cm,1.4cm) -- (11.3cm, 1.8cm); \draw[line] (8.7cm,1.4cm) -- (11.3cm, 1.8cm);
%全连接上面的红虚线 %全连接上面的红虚线
\draw[red!60,line] ([xshift=5.6cm,yshift=0cm]0cm+1*\bcc,0cm+7*\bcc) -- (8.15cm,1.8cm); \draw[red!80,line] ([xshift=5.6cm,yshift=0cm]0cm+1*\bcc,0cm+7*\bcc) -- (8.15cm,1.8cm);
\draw[red!60,line] ([xshift=5.6cm,yshift=0cm]0cm+1*\bcc,0cm) -- (8.3cm, 1.4cm); \draw[red!80,line] ([xshift=5.6cm,yshift=0cm]0cm+1*\bcc,0cm) -- (8.3cm, 1.4cm);
% 特征图红色虚线 % 特征图红色虚线
\draw[red!60,line] (0cm+6*\bcc,0cm+9*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+8*\bcc); \draw[red!80,line] (0cm+6*\bcc,0cm+9*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+8*\bcc);
\draw[red!60,line] (0cm+6*\bcc,0cm+7*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+7*\bcc); \draw[red!80,line] (0cm+6*\bcc,0cm+7*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+7*\bcc);
\draw[red!60,line] (0cm+6*\bcc,0cm+2*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+1*\bcc); \draw[red!80,line] (0cm+6*\bcc,0cm+2*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+1*\bcc);
\draw[red!60,line] (0cm+6*\bcc,0cm) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm); \draw[red!80,line] (0cm+6*\bcc,0cm) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm);
\draw[ugreen!60,line] (0cm+6*\bcc,0cm+6*\bcc) -- ([xshift=5.0cm,yshift=1.3cm]0cm,0cm+3*\bcc); \draw[ugreen!80,line] (0cm+6*\bcc,0cm+6*\bcc) -- ([xshift=5.0cm,yshift=1.3cm]0cm,0cm+3*\bcc);
\draw[ugreen!60,line] (0cm+6*\bcc,0cm+3*\bcc) -- ([xshift=5.0cm,yshift=1.3cm]0cm,0cm+2*\bcc); \draw[ugreen!80,line] (0cm+6*\bcc,0cm+3*\bcc) -- ([xshift=5.0cm,yshift=1.3cm]0cm,0cm+2*\bcc);
%\draw[red!60,line] ([xshift=0.3cm,yshift=0.5cm]0cm+6*\bcc,0cm+4*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+3*\bcc); %\draw[red!60,line] ([xshift=0.3cm,yshift=0.5cm]0cm+6*\bcc,0cm+4*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+3*\bcc);
%\draw[red!60,line] ([xshift=0.3cm,yshift=0.5cm]0cm+6*\bcc,0cm+2*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+2*\bcc); %\draw[red!60,line] ([xshift=0.3cm,yshift=0.5cm]0cm+6*\bcc,0cm+2*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+2*\bcc);
......
Chapter12/Figures/figure-a-combination-of-position-encoding-and-word-encoding.tex
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{rnode} = [draw,minimum width=3.5em,minimum height=1.2em] \tikzstyle{rnode} = [draw,minimum width=4em,minimum height=1.2em]
\node [rnode,anchor=south west,fill=red!20!white] (e1) at (0,0) {\scriptsize{$e(\textrm{沈阳})$}}; \node [rnode,anchor=south west,fill=red!30!white] (e1) at (0,0) {\scriptsize{$e(\textrm{沈阳})$}};
\node [rnode,anchor=south west,fill=red!20!white] (e2) at ([xshift=1em]e1.south east) {\scriptsize{$e(\textrm{到})$}}; \node [rnode,anchor=south west,fill=red!30!white] (e2) at ([xshift=1.5em]e1.south east) {\scriptsize{$e(\textrm{到})$}};
\node [rnode,anchor=south west,fill=red!20!white] (e3) at ([xshift=1em]e2.south east) {\scriptsize{$e(\textrm{广州})$}}; \node [rnode,anchor=south west,fill=red!30!white] (e3) at ([xshift=1.5em]e2.south east) {\scriptsize{$e(\textrm{广州})$}};
\node [rnode,anchor=south west,fill=red!20!white] (e4) at ([xshift=1em]e3.south east) {\scriptsize{$e(\textrm{的})$}}; \node [rnode,anchor=south west,fill=red!30!white] (e4) at ([xshift=1.5em]e3.south east) {\scriptsize{$e(\textrm{的})$}};
\node [rnode,anchor=south west,fill=red!20!white] (e5) at ([xshift=1em]e4.south east) {\scriptsize{$e(\textrm{机票})$}}; \node [rnode,anchor=south west,fill=red!30!white] (e5) at ([xshift=1.5em]e4.south east) {\scriptsize{$e(\textrm{机票})$}};
\node [rnode,anchor=south west,fill=green!20!white] (h1) at ([yshift=1.5em]e1.north west) {\scriptsize{$h(\textrm{沈阳})$}}; \node [rnode,anchor=south west,fill=green!30!white] (h1) at ([yshift=1.5em]e1.north west) {\scriptsize{$h(\textrm{沈阳})$}};
\node [rnode,anchor=south west,fill=green!20!white] (h2) at ([yshift=1.5em]e2.north west) {\scriptsize{$h(\textrm{到})$}}; \node [rnode,anchor=south west,fill=green!30!white] (h2) at ([yshift=1.5em]e2.north west) {\scriptsize{$h(\textrm{到})$}};
\node [rnode,anchor=south west,fill=green!20!white] (h3) at ([yshift=1.5em]e3.north west) {\scriptsize{$h(\textrm{广州})$}}; \node [rnode,anchor=south west,fill=green!30!white] (h3) at ([yshift=1.5em]e3.north west) {\scriptsize{$h(\textrm{广州})$}};
\node [rnode,anchor=south west,fill=green!20!white] (h4) at ([yshift=1.5em]e4.north west) {\scriptsize{$h(\textrm{的})$}}; \node [rnode,anchor=south west,fill=green!30!white] (h4) at ([yshift=1.5em]e4.north west) {\scriptsize{$h(\textrm{的})$}};
\node [rnode,anchor=south west,fill=green!20!white] (h5) at ([yshift=1.5em]e5.north west) {\scriptsize{$h(\textrm{机票})$}}; \node [rnode,anchor=south west,fill=green!30!white] (h5) at ([yshift=1.5em]e5.north west) {\scriptsize{$h(\textrm{机票})$}};
\foreach \x in {1,2,3,4,5}{ \foreach \x in {1,2,3,4,5}{
\node [anchor=north] (plus\x) at ([yshift=-0em]e\x.south) {\scriptsize{$\mathbf{\oplus}$}}; \node [anchor=north] (plus\x) at ([yshift=-0em]e\x.south) {\scriptsize{$\mathbf{\oplus}$}};
} }
\node [rnode,anchor=north,fill=yellow!20!white] (pos1) at ([yshift=-1.1em]e1.south) {\scriptsize{$\textrm{PE}(1)$}}; \node [rnode,anchor=north,fill=yellow!30!white] (pos1) at ([yshift=-1.1em]e1.south) {\scriptsize{$\textrm{PE}(1)$}};
\node [rnode,anchor=north,fill=yellow!20!white] (pos2) at ([yshift=-1.1em]e2.south) {\scriptsize{$\textrm{PE}(2)$}}; \node [rnode,anchor=north,fill=yellow!30!white] (pos2) at ([yshift=-1.1em]e2.south) {\scriptsize{$\textrm{PE}(2)$}};
\node [rnode,anchor=north,fill=yellow!20!white] (pos3) at ([yshift=-1.1em]e3.south) {\scriptsize{$\textrm{PE}(3)$}}; \node [rnode,anchor=north,fill=yellow!30!white] (pos3) at ([yshift=-1.1em]e3.south) {\scriptsize{$\textrm{PE}(3)$}};
\node [rnode,anchor=north,fill=yellow!20!white] (pos4) at ([yshift=-1.1em]e4.south) {\scriptsize{$\textrm{PE}(4)$}}; \node [rnode,anchor=north,fill=yellow!30!white] (pos4) at ([yshift=-1.1em]e4.south) {\scriptsize{$\textrm{PE}(4)$}};
\node [rnode,anchor=north,fill=yellow!20!white] (pos5) at ([yshift=-1.1em]e5.south) {\scriptsize{$\textrm{PE}(5)$}}; \node [rnode,anchor=north,fill=yellow!30!white] (pos5) at ([yshift=-1.1em]e5.south) {\scriptsize{$\textrm{PE}(5)$}};
\foreach \x in {1,2,3,4,5}{ \foreach \x in {1,2,3,4,5}{
......
Chapter12/Figures/figure-calculation-of-context-vector-c.tex
...@@ -2,13 +2,13 @@ ...@@ -2,13 +2,13 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{rnode} = [draw,minimum width=3.5em,minimum height=1.2em] \tikzstyle{rnode} = [draw,minimum width=4em,minimum height=1.2em]
\node [rnode,anchor=south west,fill=green!20!white] (key1) at (0,0) {\scriptsize{$h(\textrm{沈阳})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key1) at (0,0) {\scriptsize{$h(\textrm{沈阳})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key2) at ([xshift=1em]key1.south east) {\scriptsize{$h(\textrm{到})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key2) at ([xshift=1.5em]key1.south east) {\scriptsize{$h(\textrm{到})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key3) at ([xshift=1em]key2.south east) {\scriptsize{$h(\textrm{广州})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key3) at ([xshift=1.5em]key2.south east) {\scriptsize{$h(\textrm{广州})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key4) at ([xshift=2em]key3.south east) {\scriptsize{$h(\textrm{机票})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key4) at ([xshift=3em]key3.south east) {\scriptsize{$h(\textrm{机票})$}};
\node [rnode,anchor=south west] (key5) at ([xshift=1em]key4.south east) {\scriptsize{$h(\textrm{机票})$}}; \node [rnode,anchor=south west] (key5) at ([xshift=1.5em]key4.south east) {\scriptsize{$h(\textrm{机票})$}};
\node [anchor=west] (sep1) at ([xshift=0.3em]key3.east) {\scriptsize{$\textbf{...}$}}; \node [anchor=west] (sep1) at ([xshift=0.3em]key3.east) {\scriptsize{$\textbf{...}$}};
...@@ -17,17 +17,17 @@ ...@@ -17,17 +17,17 @@
\draw [->] ([yshift=1pt,xshift=3pt]key5.north) .. controls +(90:1.8em) and +(90:1.8em) .. ([yshift=1pt]key2.north); \draw [->] ([yshift=1pt,xshift=3pt]key5.north) .. controls +(90:1.8em) and +(90:1.8em) .. ([yshift=1pt]key2.north);
\draw [->] ([yshift=1pt,xshift=6pt]key5.north) .. controls +(90:2.2em) and +(90:2.2em) .. ([yshift=1pt]key1.north); \draw [->] ([yshift=1pt,xshift=6pt]key5.north) .. controls +(90:2.2em) and +(90:2.2em) .. ([yshift=1pt]key1.north);
\node [anchor=south west] (alpha1) at ([xshift=-1em]key1.north west) {\scriptsize{$\alpha_1=.2$}}; \node [anchor=south west] (alpha1) at ([xshift=-1.2em]key1.north west) {\scriptsize{$\alpha_1=0.2$}};
\node [anchor=south west] (alpha2) at ([xshift=-1em]key2.north west) {\scriptsize{$\alpha_2=.3$}}; \node [anchor=south west] (alpha2) at ([xshift=-1.2em]key2.north west) {\scriptsize{$\alpha_2=0.3$}};
\node [anchor=south west] (alpha3) at ([xshift=-1em]key3.north west) {\scriptsize{$\alpha_3=.1$}}; \node [anchor=south west] (alpha3) at ([xshift=-1.2em]key3.north west) {\scriptsize{$\alpha_3=0.1$}};
\node [anchor=south west] (alpha4) at ([xshift=-1em]key4.north west) {\scriptsize{$\alpha_i=.3$}}; \node [anchor=south west] (alpha4) at ([xshift=-1.2em]key4.north west) {\scriptsize{$\alpha_i=0.3$}};
\vspace{0.5em} \vspace{0.5em}
\node [rnode,anchor=south west,fill=green!20!white] (key6) at ([yshift=2em]key1.north west) {\scriptsize{$h(\textrm{广州})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key6) at ([yshift=2em]key1.north west) {\scriptsize{$h(\textrm{广州})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key7) at ([yshift=2em]key2.north west) {\scriptsize{$h(\textrm{到})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key7) at ([yshift=2em]key2.north west) {\scriptsize{$h(\textrm{到})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key8) at ([yshift=2em]key3.north west) {\scriptsize{$h(\textrm{沈阳})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key8) at ([yshift=2em]key3.north west) {\scriptsize{$h(\textrm{沈阳})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key9) at ([yshift=2em]key4.north west) {\scriptsize{$h(\textrm{机票})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key9) at ([yshift=2em]key4.north west) {\scriptsize{$h(\textrm{机票})$}};
\node [rnode,anchor=south west] (key10) at ([yshift=2em]key5.north west) {\scriptsize{$h(\textrm{机票})$}}; \node [rnode,anchor=south west] (key10) at ([yshift=2em]key5.north west) {\scriptsize{$h(\textrm{机票})$}};
\node [anchor=west] (sep1) at ([xshift=0.3em]key8.east) {\scriptsize{$\textbf{...}$}}; \node [anchor=west] (sep1) at ([xshift=0.3em]key8.east) {\scriptsize{$\textbf{...}$}};
...@@ -37,10 +37,10 @@ ...@@ -37,10 +37,10 @@
\draw [->] ([yshift=1pt,xshift=3pt]key10.north) .. controls +(90:1.8em) and +(90:1.8em) .. ([yshift=1pt]key7.north); \draw [->] ([yshift=1pt,xshift=3pt]key10.north) .. controls +(90:1.8em) and +(90:1.8em) .. ([yshift=1pt]key7.north);
\draw [->] ([yshift=1pt,xshift=6pt]key10.north) .. controls +(90:2.2em) and +(90:2.2em) .. ([yshift=1pt]key6.north); \draw [->] ([yshift=1pt,xshift=6pt]key10.north) .. controls +(90:2.2em) and +(90:2.2em) .. ([yshift=1pt]key6.north);
\node [anchor=south west] (alpha5) at ([xshift=-1em]key6.north west) {\scriptsize{$\alpha_1=.1$}}; \node [anchor=south west] (alpha5) at ([xshift=-1.2em]key6.north west) {\scriptsize{$\alpha_1=0.1$}};
\node [anchor=south west] (alpha6) at ([xshift=-1em]key7.north west) {\scriptsize{$\alpha_2=.3$}}; \node [anchor=south west] (alpha6) at ([xshift=-1.2em]key7.north west) {\scriptsize{$\alpha_2=0.3$}};
\node [anchor=south west] (alpha7) at ([xshift=-1em]key8.north west) {\scriptsize{$\alpha_3=.2$}}; \node [anchor=south west] (alpha7) at ([xshift=-1.2em]key8.north west) {\scriptsize{$\alpha_3=0.2$}};
\node [anchor=south west] (alpha8) at ([xshift=-1em]key9.north west) {\scriptsize{$\alpha_i=.3$}}; \node [anchor=south west] (alpha8) at ([xshift=-1.2em]key9.north west) {\scriptsize{$\alpha_i=0.3$}};
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
......
Chapter12/Figures/figure-comparison-of-the-number-of-padding-in-batch.tex
...@@ -4,7 +4,7 @@ ...@@ -4,7 +4,7 @@
\begin{scope}[scale=1.5] \begin{scope}[scale=1.5]
{\Large {\Large
\tikzstyle{snode} = [draw,inner sep=1pt,minimum width=3em,minimum height=0.5em,rounded corners=1pt,fill=green!30!white] \tikzstyle{snode} = [draw,inner sep=1pt,minimum width=3em,minimum height=0.5em,rounded corners=1pt,fill=green!40!white]
\tikzstyle{pnode} = [draw,inner sep=1pt,minimum width=1em,minimum height=0.5em,rounded corners=1pt] \tikzstyle{pnode} = [draw,inner sep=1pt,minimum width=1em,minimum height=0.5em,rounded corners=1pt]
\node [anchor=west,snode] (s1) at (0,0) {}; \node [anchor=west,snode] (s1) at (0,0) {};
\node [anchor=north west,snode,minimum width=6.5em] (s2) at ([yshift=-0.3em]s1.south west) {}; \node [anchor=north west,snode,minimum width=6.5em] (s2) at ([yshift=-0.3em]s1.south west) {};
...@@ -15,7 +15,7 @@ ...@@ -15,7 +15,7 @@
\node [anchor=west,pnode,minimum width=3em] (p1) at ([xshift=0.3em]s1.east) {}; \node [anchor=west,pnode,minimum width=3em] (p1) at ([xshift=0.3em]s1.east) {};
\node [anchor=west,pnode,minimum width=4em] (p3) at ([xshift=0.3em]s3.east) {}; \node [anchor=west,pnode,minimum width=4em] (p3) at ([xshift=0.3em]s3.east) {};
\node [anchor=west,snode,minimum width=5em] (s4) at ([xshift=4em]p1.east) {}; \node [anchor=west,snode,minimum width=5em] (s4) at ([xshift=5em]p1.east) {};
\node [anchor=north west,snode,minimum width=5em] (s5) at ([yshift=-0.3em]s4.south west) {}; \node [anchor=north west,snode,minimum width=5em] (s5) at ([yshift=-0.3em]s4.south west) {};
\node [anchor=north west,snode,minimum width=6.5em] (s6) at ([yshift=-0.3em]s5.south west) {}; \node [anchor=north west,snode,minimum width=6.5em] (s6) at ([yshift=-0.3em]s5.south west) {};
......
Chapter12/Figures/figure-decode-of-transformer.tex
...@@ -3,14 +3,14 @@ ...@@ -3,14 +3,14 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{rnnnode} = [minimum height=1.1em,minimum width=2.1em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20]; \tikzstyle{rnnnode} = [minimum height=1.1em,minimum width=2.7em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20];
\node [rnnnode,anchor=west] (h1) at (0,0) {\tiny{$\mathbi{h}_1$}}; \node [rnnnode,anchor=west] (h1) at (0,0) {\tiny{$\mathbi{h}_1$}};
\node [rnnnode,anchor=west] (h2) at ([xshift=1em]h1.east) {\tiny{$\mathbi{h}_2$}}; \node [rnnnode,anchor=west] (h2) at ([xshift=1.5em]h1.east) {\tiny{$\mathbi{h}_2$}};
\node [rnnnode,anchor=west] (h3) at ([xshift=1em]h2.east) {\tiny{$\mathbi{h}_3$}}; \node [rnnnode,anchor=west] (h3) at ([xshift=1.5em]h2.east) {\tiny{$\mathbi{h}_3$}};
\node [rnnnode,anchor=north,fill=green!20] (e1) at ([yshift=-1em]h1.south) {\tiny{$e_x()$}}; \node [rnnnode,anchor=north,fill=green!20] (e1) at ([yshift=-1em]h1.south) {\tiny{$e_x()$}};
\node [rnnnode,anchor=west,fill=green!20] (e2) at ([xshift=1em]e1.east) {\tiny{$e_x()$}}; \node [rnnnode,anchor=west,fill=green!20] (e2) at ([xshift=1.5em]e1.east) {\tiny{$e_x()$}};
\node [rnnnode,anchor=west,fill=green!20] (e3) at ([xshift=1em]e2.east) {\tiny{$e_x()$}}; \node [rnnnode,anchor=west,fill=green!20] (e3) at ([xshift=1.5em]e2.east) {\tiny{$e_x()$}};
\node [anchor=north,inner sep=2pt] (w1) at ([yshift=-0.6em]e1.south) {\tiny{你}}; \node [anchor=north,inner sep=2pt] (w1) at ([yshift=-0.6em]e1.south) {\tiny{你}};
\node [anchor=north,inner sep=2pt] (w2) at ([yshift=-0.6em]e2.south) {\tiny{好}}; \node [anchor=north,inner sep=2pt] (w2) at ([yshift=-0.6em]e2.south) {\tiny{好}};
\node [anchor=north,inner sep=2pt] (w3) at ([yshift=-0.6em]e3.south) {\tiny{$\langle$eos$\rangle$}}; \node [anchor=north,inner sep=2pt] (w3) at ([yshift=-0.6em]e3.south) {\tiny{$\langle$eos$\rangle$}};
...@@ -33,14 +33,14 @@ ...@@ -33,14 +33,14 @@
\node [anchor=south] (encoder) at ([xshift=-0.2em]h1.north west) {\scriptsize{\textbf{编码器}}}; \node [anchor=south] (encoder) at ([xshift=-0.2em]h1.north west) {\scriptsize{\textbf{编码器}}};
{ {
\node [rnnnode,anchor=west,fill=green!20] (t1) at ([xshift=3em]e3.east) {\tiny{$e_y()$}}; \node [rnnnode,anchor=west,fill=green!20] (t1) at ([xshift=3.5em]e3.east) {\tiny{$e_y()$}};
} }
{ {
\node [rnnnode,anchor=west,fill=green!20] (t2) at ([xshift=1.5em]t1.east) {\tiny{$e_y()$}}; \node [rnnnode,anchor=west,fill=green!20] (t2) at ([xshift=1.8em]t1.east) {\tiny{$e_y()$}};
} }
{ {
\node [rnnnode,anchor=west,fill=green!20] (t3) at ([xshift=1.5em]t2.east) {\tiny{$e_y()$}}; \node [rnnnode,anchor=west,fill=green!20] (t3) at ([xshift=1.8em]t2.east) {\tiny{$e_y()$}};
\node [rnnnode,anchor=west,fill=green!20] (t4) at ([xshift=1.5em]t3.east) {\tiny{$e_y()$}}; \node [rnnnode,anchor=west,fill=green!20] (t4) at ([xshift=1.8em]t3.east) {\tiny{$e_y()$}};
%\node [anchor=west,inner sep=2pt] (t5) at ([xshift=0.3em]t4.east) {\tiny{...}}; %\node [anchor=west,inner sep=2pt] (t5) at ([xshift=0.3em]t4.east) {\tiny{...}};
} }
{ {
......
Chapter12/Figures/figure-dependencies-between-words-in-a-recurrent-neural-network.tex
...@@ -3,11 +3,11 @@ ...@@ -3,11 +3,11 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\node [anchor=west] (w0) at (0,0) {$w_1$}; \node [anchor=west] (w0) at (0,0) {$w_1$};
\node [anchor=west] (w1) at ([xshift=0.5em]w0.east) {$w_2$}; \node [anchor=west] (w1) at ([xshift=1em]w0.east) {$w_2$};
\node [anchor=west] (w2) at ([xshift=0.5em]w1.east) {$w_3$}; \node [anchor=west] (w2) at ([xshift=1em]w1.east) {$w_3$};
\node [anchor=west] (w3) at ([xshift=0.5em]w2.east) {$...$}; \node [anchor=west] (w3) at ([xshift=1em]w2.east) {$...$};
\node [anchor=west] (w4) at ([xshift=0.5em]w3.east) {$w_{m-1}$}; \node [anchor=west] (w4) at ([xshift=1em]w3.east) {$w_{m-1}$};
\node [anchor=west,fill=green!20!white] (w5) at ([xshift=0.5em]w4.east) {$w_{m}$}; \node [anchor=west,fill=green!30!white] (w5) at ([xshift=0.5em]w4.east) {$w_{m}$};
\draw [->,thick,red] (w1.north).. controls +(130:0.5) and +(50:0.5) .. (w0.north); \draw [->,thick,red] (w1.north).. controls +(130:0.5) and +(50:0.5) .. (w0.north);
\draw [->,thick,red] (w2.north).. controls +(130:0.5) and +(50:0.5) .. (w1.north); \draw [->,thick,red] (w2.north).. controls +(130:0.5) and +(50:0.5) .. (w1.north);
\draw [->,thick,red] ([yshift=0.2em]w3.north).. controls +(130:0.5) and +(50:0.5) .. (w2.north); \draw [->,thick,red] ([yshift=0.2em]w3.north).. controls +(130:0.5) and +(50:0.5) .. (w2.north);
......
Chapter12/Figures/figure-dependencies-between-words-of-attention.tex
...@@ -3,11 +3,11 @@ ...@@ -3,11 +3,11 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\node [anchor=west] (w0) at (0,-2) {$w_1$}; \node [anchor=west] (w0) at (0,-2) {$w_1$};
\node [anchor=west] (w1) at ([xshift=0.5em]w0.east) {$w_2$}; \node [anchor=west] (w1) at ([xshift=1em]w0.east) {$w_2$};
\node [anchor=west] (w2) at ([xshift=0.5em]w1.east) {$w_3$}; \node [anchor=west] (w2) at ([xshift=1em]w1.east) {$w_3$};
\node [anchor=west] (w3) at ([xshift=0.5em]w2.east) {$...$}; \node [anchor=west] (w3) at ([xshift=1em]w2.east) {$...$};
\node [anchor=west] (w4) at ([xshift=0.5em]w3.east) {$w_{m-1}$}; \node [anchor=west] (w4) at ([xshift=1em]w3.east) {$w_{m-1}$};
\node [anchor=west,fill=green!20!white] (w5) at ([xshift=0.5em]w4.east) {$w_{m}$}; \node [anchor=west,fill=green!30!white] (w5) at ([xshift=0.5em]w4.east) {$w_{m}$};
\draw [->,thick,red] (w5.north).. controls +(100:0.85) and +(50:0.85) .. (w0.north); \draw [->,thick,red] (w5.north).. controls +(100:0.85) and +(50:0.85) .. (w0.north);
\draw [->,thick,red] (w5.north).. controls +(110:0.75) and +(50:0.75) .. (w1.north); \draw [->,thick,red] (w5.north).. controls +(110:0.75) and +(50:0.75) .. (w1.north);
\draw [->,thick,red] (w5.north).. controls +(110:0.75) and +(50:0.75) .. (w2.north); \draw [->,thick,red] (w5.north).. controls +(110:0.75) and +(50:0.75) .. (w2.north);
......
Chapter12/Figures/figure-different-regularization-methods.tex
...@@ -3,12 +3,12 @@ ...@@ -3,12 +3,12 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{lnode} = [minimum height=1.5em,minimum width=3em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20]; \tikzstyle{lnode} = [minimum height=1.5em,minimum width=3em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!30];
\tikzstyle{standard} = [rounded corners=3pt] \tikzstyle{standard} = [rounded corners=3pt]
\node [lnode,anchor=west] (l1) at (0,0) {\scriptsize{子层}}; \node [lnode,anchor=west] (l1) at (0,0) {\scriptsize{子层}};
\node [lnode,anchor=west] (l2) at ([xshift=3em]l1.east) {\scriptsize{层标准化}}; \node [lnode,anchor=west] (l2) at ([xshift=3em]l1.east) {\scriptsize{层标准化}};
\node [lnode,anchor=west] (l3) at ([xshift=4em]l2.east) {\scriptsize{层标准化}}; \node [lnode,anchor=west] (l3) at ([xshift=6em]l2.east) {\scriptsize{层标准化}};
\node [lnode,anchor=west] (l4) at ([xshift=1.5em]l3.east) {\scriptsize{子层}}; \node [lnode,anchor=west] (l4) at ([xshift=1.5em]l3.east) {\scriptsize{子层}};
\node [anchor=west] (plus1) at ([xshift=0.9em]l1.east) {\scriptsize{$\mathbf{\oplus}$}}; \node [anchor=west] (plus1) at ([xshift=0.9em]l1.east) {\scriptsize{$\mathbf{\oplus}$}};
......
Chapter12/Figures/figure-example-of-self-attention-mechanism-calculation.tex
...@@ -3,15 +3,15 @@ ...@@ -3,15 +3,15 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{rnode} = [draw,minimum width=2.8em,minimum height=1.2em] \tikzstyle{rnode} = [draw,minimum width=3.5em,minimum height=1.2em]
\node [rnode,anchor=south west,fill=green!20!white] (key11) at (0,0) {\scriptsize{$h(\textrm{他})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key11) at (0,0) {\scriptsize{$h(\textrm{他})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key12) at ([xshift=0.8em]key11.south east) {\scriptsize{$h(\textrm{什么})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key12) at ([xshift=1.5em]key11.south east) {\scriptsize{$h(\textrm{什么})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key13) at ([xshift=0.8em]key12.south east) {\scriptsize{$h(\textrm{也})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key13) at ([xshift=1.5em]key12.south east) {\scriptsize{$h(\textrm{也})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key14) at ([xshift=0.8em]key13.south east) {\scriptsize{$h(\textrm{没})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key14) at ([xshift=1.5em]key13.south east) {\scriptsize{$h(\textrm{没})$}};
\node [rnode,anchor=south west,fill=green!20!white] (key15) at ([xshift=0.8em]key14.south east) {\scriptsize{$h(\textrm{学})$}}; \node [rnode,anchor=south west,fill=green!30!white] (key15) at ([xshift=1.5em]key14.south east) {\scriptsize{$h(\textrm{学})$}};
\node [rnode,anchor=east] (query1) at ([xshift=-1em]key11.west) {\scriptsize{$h(\textrm{他})$}}; \node [rnode,anchor=east] (query1) at ([xshift=-1em]key11.west) {\scriptsize{$h(\textrm{他})$}};
......
Chapter12/Figures/figure-lrate-of-transformer.tex
...@@ -4,7 +4,7 @@ ...@@ -4,7 +4,7 @@
\begin{tikzpicture} \begin{tikzpicture}
\footnotesize{ \footnotesize{
\begin{axis}[ \begin{axis}[
width=.60\textwidth, width=.8\textwidth,
height=.40\textwidth, height=.40\textwidth,
legend style={at={(0.60,0.08)}, anchor=south west}, legend style={at={(0.60,0.08)}, anchor=south west},
xlabel={\footnotesize{更新步数 (10k)}}, xlabel={\footnotesize{更新步数 (10k)}},
......
Chapter12/Figures/figure-multi-head-attention-model.tex
...@@ -2,29 +2,31 @@ ...@@ -2,29 +2,31 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
%
\node [anchor=west,draw=black!30,inner sep=4pt,fill=ugreen!20!white,text=ugreen!20!white] (Linear0) at (0,0) {\footnotesize{Linear}}; \node [anchor=west,draw=black!30,inner sep=4pt,fill=ugreen!30!white,text=ugreen!30!white,minimum width=4em] (Linear0) at (0,0) {\footnotesize{Linear}};
\node [anchor=south west,draw=black!50,fill=ugreen!20!white,draw,inner sep=4pt,text=ugreen!20!white] (Linear01) at ([shift={(-0.2em,-0.2em)}]Linear0.south west) {\footnotesize{Linear}}; \node [anchor=south west,draw=black!50,fill=ugreen!30!white,draw,inner sep=4pt,text=ugreen!30!white,minimum width=4em] (Linear01) at ([shift={(-0.2em,-0.2em)}]Linear0.south west) {\footnotesize{Linear}};
\node [anchor=south west,fill=ugreen!20!white,draw,inner sep=4pt] (Linear02) at ([shift={(-0.2em,-0.2em)}]Linear01.south west) {\footnotesize{Linear}}; \node [anchor=south west,fill=ugreen!30!white,draw,inner sep=4pt,minimum width=4em] (Linear02) at ([shift={(-0.2em,-0.2em)}]Linear01.south west) {\footnotesize{Linear}};
\node [anchor=north] (Q) at ([xshift=0em,yshift=-1em]Linear02.south) {\footnotesize{$\mathbi{Q}$}}; \node [anchor=north] (Q) at ([xshift=0em,yshift=-1em]Linear02.south) {\footnotesize{$\mathbi{Q}$}};
\node [anchor=west,draw=black!30,inner sep=4pt,fill=ugreen!20!white,text=ugreen!20!white] (Linear1) at ([xshift=1.5em]Linear0.east) {\footnotesize{Linear}}; \node [anchor=west,draw=black!30,inner sep=4pt,fill=ugreen!30!white,text=ugreen!30!white,minimum width=4em] (Linear1) at ([xshift=1.5em]Linear0.east) {\footnotesize{Linear}};
\node [anchor=south west,draw=black!50,fill=ugreen!20!white,draw,inner sep=4pt,text=ugreen!20!white] (Linear11) at ([shift={(-0.2em,-0.2em)}]Linear1.south west) {\footnotesize{Linear}}; \node [anchor=south west,draw=black!50,fill=ugreen!30!white,draw,inner sep=4pt,text=ugreen!30!white,minimum width=4em] (Linear11) at ([shift={(-0.2em,-0.2em)}]Linear1.south west) {\footnotesize{Linear}};
\node [anchor=south west,fill=ugreen!20!white,draw,inner sep=4pt] (Linear12) at ([shift={(-0.2em,-0.2em)}]Linear11.south west) {\footnotesize{Linear}}; \node [anchor=south west,fill=ugreen!30!white,draw,inner sep=4pt,minimum width=4em] (Linear12) at ([shift={(-0.2em,-0.2em)}]Linear11.south west) {\footnotesize{Linear}};
\node [anchor=north] (K) at ([xshift=0em,yshift=-1em]Linear12.south) {\footnotesize{$\mathbi{K}$}}; \node [anchor=north] (K) at ([xshift=0em,yshift=-1em]Linear12.south) {\footnotesize{$\mathbi{K}$}};
\node [anchor=west,draw=black!30,inner sep=4pt,fill=ugreen!20!white,text=ugreen!20!white] (Linear2) at ([xshift=1.5em]Linear1.east) {\footnotesize{Linear}}; \node [anchor=west,draw=black!30,inner sep=4pt,fill=ugreen!30!white,text=ugreen!30!white,minimum width=4em] (Linear2) at ([xshift=1.5em]Linear1.east) {\footnotesize{Linear}};
\node [anchor=south west,draw=black!50,fill=ugreen!20!white,draw,inner sep=4pt,text=ugreen!20!white] (Linear21) at ([shift={(-0.2em,-0.2em)}]Linear2.south west) {\footnotesize{Linear}}; \node [anchor=south west,draw=black!50,fill=ugreen!30!white,draw,inner sep=4pt,text=ugreen!30!white,minimum width=4em] (Linear21) at ([shift={(-0.2em,-0.2em)}]Linear2.south west) {\footnotesize{Linear}};
\node [anchor=south west,fill=ugreen!20!white,draw,inner sep=4pt] (Linear22) at ([shift={(-0.2em,-0.2em)}]Linear21.south west) {\footnotesize{Linear}}; \node [anchor=south west,fill=ugreen!30!white,draw,inner sep=4pt,minimum width=4em] (Linear22) at ([shift={(-0.2em,-0.2em)}]Linear21.south west) {\footnotesize{Linear}};
\node [anchor=north] (V) at ([xshift=0em,yshift=-1em]Linear22.south) {\footnotesize{$\mathbi{V}$}}; \node [anchor=north] (V) at ([xshift=0em,yshift=-1em]Linear22.south) {\footnotesize{$\mathbi{V}$}};
\node [anchor=south,draw=black!30,minimum width=12em,minimum height=2em,inner sep=4pt,fill=blue!20!white] (Scale) at ([yshift=1em]Linear1.north) {\footnotesize{}}; % scaled dot-product attention
\node [anchor=south west,draw=black!50,minimum width=12em,minimum height=2em,fill=blue!20!white,draw,inner sep=4pt] (Scale1) at ([shift={(-0.2em,-0.2em)}]Scale.south west) {\footnotesize{}}; \node [anchor=south,draw=black!30,minimum width=16em,minimum height=2em,inner sep=4pt,fill=blue!30!white] (Scale) at ([yshift=1em]Linear1.north) {\footnotesize{}};
\node [anchor=south west,fill=blue!20!white,draw,minimum width=12em,minimum height=2em,inner sep=4pt] (Scale2) at ([shift={(-0.2em,-0.2em)}]Scale1.south west) {\footnotesize{Scaled Dot-Product Attention}}; \node [anchor=south west,draw=black!50,minimum width=16em,minimum height=2em,fill=blue!30!white,draw,inner sep=4pt] (Scale1) at ([shift={(-0.2em,-0.2em)}]Scale.south west) {\footnotesize{}};
\node [anchor=south west,fill=blue!30!white,draw,minimum width=16em,minimum height=2em,inner sep=4pt] (Scale2) at ([shift={(-0.2em,-0.2em)}]Scale1.south west) {\footnotesize{Scaled Dot-Product Attention}};
\node [anchor=south,draw,minimum width=4em,inner sep=4pt,fill=yellow!30] (Concat) at ([yshift=1em]Scale2.north) {\footnotesize{Concat}}; %
\node [anchor=south,draw,minimum width=6em,inner sep=4pt,fill=yellow!30] (Concat) at ([yshift=1em]Scale2.north) {\footnotesize{Concat}};
\node [anchor=south,draw,minimum width=4em,inner sep=4pt,fill=ugreen!20!white] (Linear) at ([yshift=1em]Concat.north) {\footnotesize{Linear}}; \node [anchor=south,draw,minimum width=6em,inner sep=4pt,fill=ugreen!30!white] (Linear) at ([yshift=1em]Concat.north) {\footnotesize{Linear}};
\draw [->] ([yshift=0.1em]Q.north) -- ([yshift=-0.1em]Linear02.south); \draw [->] ([yshift=0.1em]Q.north) -- ([yshift=-0.1em]Linear02.south);
......
Chapter12/Figures/figure-point-product-attention-model.tex
...@@ -6,13 +6,13 @@ ...@@ -6,13 +6,13 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\node [anchor=south west,fill=white,draw,inner sep=4pt,minimum width=4em,fill=blue!20!white] (MatMul) at (0,0) {\tiny{MatMul}}; \node [anchor=south west,fill=white,draw,inner sep=4pt,minimum width=4em,fill=blue!25!white] (MatMul) at (0,0) {\tiny{MatMul}};
\node [anchor=north] (Q1) at ([xshift=-1.4em,yshift=-1em]MatMul.south) {\footnotesize{$\mathbi{Q}$}}; \node [anchor=north] (Q1) at ([xshift=-1.4em,yshift=-1em]MatMul.south) {\footnotesize{$\mathbi{Q}$}};
\node [anchor=north] (K1) at ([xshift=1.4em,yshift=-1em]MatMul.south) {\footnotesize{$\mathbi{K}$}}; \node [anchor=north] (K1) at ([xshift=1.4em,yshift=-1em]MatMul.south) {\footnotesize{$\mathbi{K}$}};
\node [anchor=south,draw,inner sep=4pt,fill=yellow!30,minimum width=2.5em] (Scale3) at ([yshift=1em]MatMul.north) {\tiny{Scale}}; \node [anchor=south,draw,inner sep=4pt,fill=yellow!25,minimum width=2.5em] (Scale3) at ([yshift=1em]MatMul.north) {\tiny{Scale}};
\node [anchor=south,draw,inner sep=4pt,fill=purple!20,minimum width=3.5em] (Mask) at ([yshift=0.8em]Scale3.north) {\tiny{Mask(opt.)}}; \node [anchor=south,draw,inner sep=4pt,fill=purple!25,minimum width=3.5em] (Mask) at ([yshift=0.8em]Scale3.north) {\tiny{Mask(opt.)}};
\node [anchor=south,draw,inner sep=4pt,fill=ugreen!20!white] (SoftMax) at ([yshift=1em]Mask.north) {\tiny{SoftMax}}; \node [anchor=south,draw,inner sep=4pt,fill=ugreen!25!white] (SoftMax) at ([yshift=1em]Mask.north) {\tiny{SoftMax}};
\node [anchor=south,draw,minimum width=4em,inner sep=4pt,fill=blue!20!white] (MatMul1) at ([xshift=1.7em,yshift=1em]SoftMax.north) {\tiny{MatMul}}; \node [anchor=south,draw,minimum width=4em,inner sep=4pt,fill=blue!25!white] (MatMul1) at ([xshift=1.7em,yshift=1em]SoftMax.north) {\tiny{MatMul}};
\node [anchor=north] (V1) at ([xshift=2em]K1.north) {\footnotesize{$\mathbi{V}$}}; \node [anchor=north] (V1) at ([xshift=2em]K1.north) {\footnotesize{$\mathbi{V}$}};
\node [anchor=north] (null) at ([yshift=0.8em]MatMul1.north) {}; \node [anchor=north] (null) at ([yshift=0.8em]MatMul1.north) {};
...@@ -26,13 +26,13 @@ ...@@ -26,13 +26,13 @@
\draw [->] ([yshift=0.1em]MatMul1.north) -- ([yshift=0.8em]MatMul1.north); \draw [->] ([yshift=0.1em]MatMul1.north) -- ([yshift=0.8em]MatMul1.north);
{ {
\node [anchor=east] (line1) at ([xshift=-4em,yshift=1em]MatMul.west) {\scriptsize{自注意力机制的Query}}; \node [anchor=east] (line1) at ([xshift=-5em,yshift=1em]MatMul.west) {\scriptsize{自注意力机制的Query}};
\node [anchor=north west] (line2) at ([yshift=0.3em]line1.south west) {\scriptsize{Key和Value均来自同一句}}; \node [anchor=north west] (line2) at ([yshift=0.3em]line1.south west) {\scriptsize{Key和Value均来自同一句}};
\node [anchor=north west] (line3) at ([yshift=0.3em]line2.south west) {\scriptsize{子，编码-解码注意力机制}}; \node [anchor=north west] (line3) at ([yshift=0.3em]line2.south west) {\scriptsize{子，编码-解码注意力机制}};
\node [anchor=north west] (line4) at ([yshift=0.3em]line3.south west) {\scriptsize{与前面讲的一样}}; \node [anchor=north west] (line4) at ([yshift=0.3em]line3.south west) {\scriptsize{与前面讲的一样}};
} }
{ {
\node [anchor=west] (line11) at ([xshift=3em,yshift=0em]MatMul.east) {\scriptsize{Query和Key的转置进}}; \node [anchor=west] (line11) at ([xshift=5em,yshift=0em]MatMul.east) {\scriptsize{Query和Key的转置进}};
\node [anchor=north west] (line12) at ([yshift=0.3em]line11.south west) {\scriptsize{行点积,得到句子内部}}; \node [anchor=north west] (line12) at ([yshift=0.3em]line11.south west) {\scriptsize{行点积,得到句子内部}};
\node [anchor=north west] (line13) at ([yshift=0.3em]line12.south west) {\scriptsize{各个位置的相关性}}; \node [anchor=north west] (line13) at ([yshift=0.3em]line12.south west) {\scriptsize{各个位置的相关性}};
} }
...@@ -57,28 +57,28 @@ ...@@ -57,28 +57,28 @@
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=green!10,drop shadow,draw=ugreen,minimum width=10em] [fit = (line1) (line2) (line3) (line4)] (box1) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=green!20,drop shadow,draw=ugreen,minimum width=10em] [fit = (line1) (line2) (line3) (line4)] (box1) {};
\node [rectangle,inner sep=0.1em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (Q1) (K1) (V1)] (box0) {}; \node [rectangle,inner sep=0.1em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (Q1) (K1) (V1)] (box0) {};
\draw [->,dotted,very thick,ugreen] ([yshift=-1.5em,xshift=1.8em]box1.east) -- ([yshift=-1.5em,xshift=0.1em]box1.east); \draw [->,dotted,very thick,ugreen] ([yshift=-1.5em,xshift=2.8em]box1.east) -- ([yshift=-1.5em,xshift=0.1em]box1.east);
} }
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=blue!20!white,drop shadow,draw=blue] [fit = (line11) (line12) (line13)] (box2) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=blue!25!white,drop shadow,draw=blue] [fit = (line11) (line12) (line13)] (box2) {};
\draw [->,dotted,very thick,blue] ([yshift=1em,xshift=-2.8em]box2.west) -- ([yshift=1em,xshift=-0.1em]box2.west); \draw [->,dotted,very thick,blue] ([yshift=1em,xshift=-4.8em]box2.west) -- ([yshift=1em,xshift=-0.1em]box2.west);
} }
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=yellow!20,drop shadow,draw=black] [fit = (line21) (line22) (line23)] (box3) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=yellow!25,drop shadow,draw=black] [fit = (line21) (line22) (line23)] (box3) {};
\draw [->,dotted,very thick,black] ([xshift=0.1em]Scale3.east) .. controls +(east:1) and +(west:1) .. ([yshift=1.0em]box3.west) ; \draw [->,dotted,very thick,black] ([xshift=0.1em]Scale3.east) .. controls +(east:1) and +(west:1) .. ([yshift=1.0em]box3.west) ;
} }
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=red!10,drop shadow,draw=red] [fit = (line31) (line32) (line33) (line34)] (box4) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=red!20,drop shadow,draw=red] [fit = (line31) (line32) (line33) (line34)] (box4) {};
\draw [->,dotted,very thick,red] ([yshift=-1.2em,xshift=2.2em]box4.east) -- ([yshift=-1.2em,xshift=0.1em]box4.east); \draw [->,dotted,very thick,red] ([yshift=-1.2em,xshift=3.2em]box4.east) -- ([yshift=-1.2em,xshift=0.1em]box4.east);
} }
{ {
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=blue!20!white,drop shadow,draw=blue] [fit = (line41) (line42)] (box5) {}; \node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=blue!25!white,drop shadow,draw=blue] [fit = (line41) (line42)] (box5) {};
\draw [->,dotted,very thick,blue] ([yshift=-0.3em,xshift=-1em]box5.west) -- ([yshift=-0.3em,xshift=-0.1em]box5.west); \draw [->,dotted,very thick,blue] ([yshift=-0.3em,xshift=-3em]box5.west) -- ([yshift=-0.3em,xshift=-0.1em]box5.west);
} }
\end{pgfonlayer} \end{pgfonlayer}
......
Chapter12/Figures/figure-position-of-difference-and-layer-regularization-in-the-model.tex
...@@ -4,12 +4,12 @@ ...@@ -4,12 +4,12 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20]; \tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!30];
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!20]; \tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!30];
\tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10]; \tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!20];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white]; \tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!10!white];
\tikzstyle{standard} = [rounded corners=3pt] \tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}}; \node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
Chapter12/Figures/figure-position-of-feedforward-neural-network-in-the-model.tex
...@@ -2,12 +2,12 @@ ...@@ -2,12 +2,12 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20]; \tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!30];
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!20]; \tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!30];
\tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!20]; \tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!30];
\tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10]; \tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!20];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white]; \tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!10!white];
\tikzstyle{standard} = [rounded corners=3pt] \tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}}; \node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
Chapter12/Figures/figure-position-of-self-attention-mechanism-in-the-model.tex
...@@ -3,12 +3,12 @@ ...@@ -3,12 +3,12 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20]; \tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!30];
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10]; \tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!20];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white]; \tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!10!white];
\tikzstyle{standard} = [rounded corners=3pt] \tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}}; \node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
Chapter12/Figures/figure-process-of-5.tex
...@@ -7,9 +7,9 @@ ...@@ -7,9 +7,9 @@
\node(tbq) at ([xshift=0.5em,yshift=0]atten.east){ \node(tbq) at ([xshift=0.5em,yshift=0]atten.east){
\begin{tabular}{|c|} \begin{tabular}{|c|}
\hline \hline
\rowcolor{yellow!20} \\ \hline \rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!20} \\ \hline \rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!20} \\ \hline \rowcolor{yellow!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbq.north){$\mathbi{Q}$}; \node at ([xshift=0em,yshift=0.5em]tbq.north){$\mathbi{Q}$};
...@@ -20,9 +20,9 @@ ...@@ -20,9 +20,9 @@
\node(tbk) at ([xshift=1em,yshift=0]tbq.east){ \node(tbk) at ([xshift=1em,yshift=0]tbq.east){
\begin{tabular}{|c|} \begin{tabular}{|c|}
\hline \hline
\rowcolor{blue!20} \\ \hline \rowcolor{blue!30} \\ \hline
\rowcolor{blue!20} \\ \hline \rowcolor{blue!30} \\ \hline
\rowcolor{blue!20} \\ \hline \rowcolor{blue!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbk.north){$\mathbi{K}$}; \node at ([xshift=0em,yshift=0.5em]tbk.north){$\mathbi{K}$};
...@@ -33,9 +33,9 @@ ...@@ -33,9 +33,9 @@
\node(tbv) at ([xshift=1em,yshift=0]tbk.east){ \node(tbv) at ([xshift=1em,yshift=0]tbk.east){
\begin{tabular}{|c|} \begin{tabular}{|c|}
\hline \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbv.north){$\mathbi{V}$}; \node at ([xshift=0em,yshift=0.5em]tbv.north){$\mathbi{V}$};
...@@ -51,9 +51,9 @@ ...@@ -51,9 +51,9 @@
\node(tbq2) at ([xshift=0.5em,yshift=2em]sof1.east){ \node(tbq2) at ([xshift=0.5em,yshift=2em]sof1.east){
\begin{tabular}{|c|} \begin{tabular}{|c|}
\hline \hline
\rowcolor{yellow!20} \\ \hline \rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!20} \\ \hline \rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!20} \\ \hline \rowcolor{yellow!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbq2.north){$\mathbi{Q}$}; \node at ([xshift=0em,yshift=0.5em]tbq2.north){$\mathbi{Q}$};
...@@ -66,7 +66,7 @@ ...@@ -66,7 +66,7 @@
\node(tbk2) at ([xshift=2em,yshift=0em]times.east){ \node(tbk2) at ([xshift=2em,yshift=0em]times.east){
\begin{tabular}{|l|l|l|} \begin{tabular}{|l|l|l|}
\hline \hline
\cellcolor{blue!20} & \cellcolor{blue!20} &\cellcolor{blue!20} \\ \hline \cellcolor{blue!30} & \cellcolor{blue!30} &\cellcolor{blue!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbk2.north){$\mathbi{K}^{\mathrm{T}}$}; \node at ([xshift=0em,yshift=0.5em]tbk2.north){$\mathbi{K}^{\mathrm{T}}$};
...@@ -78,9 +78,9 @@ ...@@ -78,9 +78,9 @@
\node(mask) at ([xshift=3em,yshift=-2em]tbk2.east){ \node(mask) at ([xshift=3em,yshift=-2em]tbk2.east){
\begin{tabular}{|l|l|l|} \begin{tabular}{|l|l|l|}
\hline \hline
\cellcolor{green!20} &\cellcolor{green!20} &\cellcolor{green!20} \\ \hline \cellcolor{green!30} &\cellcolor{green!30} &\cellcolor{green!30} \\ \hline
\cellcolor{green!20} &\cellcolor{green!20} &\cellcolor{green!20} \\ \hline \cellcolor{green!30} &\cellcolor{green!30} &\cellcolor{green!30} \\ \hline
\cellcolor{green!20} &\cellcolor{green!20} &\cellcolor{green!20} \\ \hline \cellcolor{green!30} &\cellcolor{green!30} &\cellcolor{green!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]mask.north){$\mathbi{Mask}$}; \node at ([xshift=0em,yshift=0.5em]mask.north){$\mathbi{Mask}$};
...@@ -93,9 +93,9 @@ ...@@ -93,9 +93,9 @@
\node(tbv2) at ([xshift=1.2em,yshift=0]mask.east){ \node(tbv2) at ([xshift=1.2em,yshift=0]mask.east){
\begin{tabular}{|c|} \begin{tabular}{|c|}
\hline \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbv2.north){$\mathbi{V}$}; \node at ([xshift=0em,yshift=0.5em]tbv2.north){$\mathbi{V}$};
...@@ -108,9 +108,9 @@ ...@@ -108,9 +108,9 @@
\node(mid) at ([xshift=1.5em,yshift=0em]sof2.east){ \node(mid) at ([xshift=1.5em,yshift=0em]sof2.east){
\begin{tabular}{|l|l|l|} \begin{tabular}{|l|l|l|}
\hline \hline
\cellcolor{pink!30} &\cellcolor{pink!30} &\cellcolor{pink!30} \\ \hline \cellcolor{pink!40} &\cellcolor{pink!40} &\cellcolor{pink!40} \\ \hline
\cellcolor{pink!30} &\cellcolor{pink!30} &\cellcolor{pink!30} \\ \hline \cellcolor{pink!40} &\cellcolor{pink!40} &\cellcolor{pink!40} \\ \hline
\cellcolor{pink!30} &\cellcolor{pink!30} &\cellcolor{pink!30} \\ \hline \cellcolor{pink!40} &\cellcolor{pink!40} &\cellcolor{pink!40} \\ \hline
\end{tabular} \end{tabular}
}; };
% ) % )
...@@ -126,9 +126,9 @@ ...@@ -126,9 +126,9 @@
\node(tbv3) at ([xshift=0.5em,yshift=0]bra2.east){ \node(tbv3) at ([xshift=0.5em,yshift=0]bra2.east){
\begin{tabular}{|c|} \begin{tabular}{|c|}
\hline \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbv3.north){$\mathbi{V}$}; \node at ([xshift=0em,yshift=0.5em]tbv3.north){$\mathbi{V}$};
...@@ -140,9 +140,9 @@ ...@@ -140,9 +140,9 @@
\node(result) at ([xshift=2em,yshift=0]eq3.east){ \node(result) at ([xshift=2em,yshift=0]eq3.east){
\begin{tabular}{|l|l|l|} \begin{tabular}{|l|l|l|}
\hline \hline
\cellcolor{red!20} &\cellcolor{red!20} &\cellcolor{red!20} \\ \hline \cellcolor{red!30} &\cellcolor{red!30} &\cellcolor{red!30} \\ \hline
\cellcolor{red!20}&\cellcolor{red!20} &\cellcolor{red!20} \\ \hline \cellcolor{red!30}&\cellcolor{red!30} &\cellcolor{red!30} \\ \hline
\cellcolor{red!20} &\cellcolor{red!20} &\cellcolor{red!20} \\ \hline \cellcolor{red!30} &\cellcolor{red!30} &\cellcolor{red!30} \\ \hline
\end{tabular} \end{tabular}
}; };
% x % x
...@@ -151,9 +151,9 @@ ...@@ -151,9 +151,9 @@
\node(tbv4) at ([xshift=0.5em,yshift=0]times.east){ \node(tbv4) at ([xshift=0.5em,yshift=0]times.east){
\begin{tabular}{|c|} \begin{tabular}{|c|}
\hline \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\rowcolor{orange!20} \\ \hline \rowcolor{orange!30} \\ \hline
\end{tabular} \end{tabular}
}; };
\node at ([xshift=0em,yshift=0.5em]tbv4.north){$\mathbi{V}$}; \node at ([xshift=0em,yshift=0.5em]tbv4.north){$\mathbi{V}$};
......
Chapter12/Figures/figure-self-att-vs-enco-deco-att.tex
\begin{tikzpicture} \begin{tikzpicture}
\node[rounded corners=1pt,minimum width=11.0em,minimum height=2.0em,fill=pink!30,draw=black](p1) at (0,0) {\small{Self-Attention}}; \node[rounded corners=1pt,minimum width=11.0em,minimum height=2.0em,fill=pink!60,draw=black](p1) at (0,0) {\small{Self-Attention}};
\node[anchor=north](word1) at ([xshift=0.0em,yshift=-2.0em]p1.south) {\small \mathbi{K}}; \node[anchor=north](word1) at ([xshift=0.0em,yshift=-2.0em]p1.south) {\small \mathbi{K}};
\node[anchor=west](word2) at ([xshift=2.2em]word1.east) {\small \mathbi{V}}; \node[anchor=west](word2) at ([xshift=2.2em]word1.east) {\small \mathbi{V}};
...@@ -19,7 +19,7 @@ ...@@ -19,7 +19,7 @@
\node[anchor=north](caption1) at ([xshift=0.0em,yshift=-9.5em]p1.south){\small{(a) Self-Attention的输入}}; \node[anchor=north](caption1) at ([xshift=0.0em,yshift=-9.5em]p1.south){\small{(a) Self-Attention的输入}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\node[anchor=west,rounded corners=1pt,minimum width=14.0em,minimum height=2.0em,fill=pink!30,draw=black](p2) at ([xshift=5.0em]p1.east){\small{Encoder-Decoder Attention}}; \node[anchor=west,rounded corners=1pt,minimum width=14.0em,minimum height=2.0em,fill=pink!50,draw=black](p2) at ([xshift=5.0em]p1.east){\small{Encoder-Decoder Attention}};
\node[anchor=north](word1-2) at ([xshift=0.0em,yshift=-2.0em]p2.south) {\small \mathbi{K}}; \node[anchor=north](word1-2) at ([xshift=0.0em,yshift=-2.0em]p2.south) {\small \mathbi{K}};
\node[anchor=west](word2-2) at ([xshift=2.2em]word1-2.east) {\small \mathbi{V}}; \node[anchor=west](word2-2) at ([xshift=2.2em]word1-2.east) {\small \mathbi{V}};
......
Chapter12/Figures/figure-transformer-input-and-position-encoding.tex
...@@ -6,8 +6,8 @@ ...@@ -6,8 +6,8 @@
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw]; \tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw];
\tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10]; \tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!20];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white]; \tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!10!white];
\tikzstyle{standard} = [rounded corners=3pt] \tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}}; \node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
Chapter12/Figures/figure-transformer.tex
...@@ -2,12 +2,12 @@ ...@@ -2,12 +2,12 @@
\begin{tikzpicture} \begin{tikzpicture}
\begin{scope} \begin{scope}
\tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20]; \tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!30];
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!20]; \tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!30];
\tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!10]; \tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!20];
\tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!30]; \tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!40];
\tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10]; \tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!20];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white]; \tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!10!white];
\tikzstyle{standard} = [rounded corners=3pt] \tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}}; \node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
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