Skip to content

M
mtbookv2
Commit 7d792ef5 by 曹润柘
Options

合并分支 'caorunzhe' 到 'master' 

Caorunzhe

查看合并请求 !909
parents 6bdba3bf 6f871f60
正在显示 包含 491 行增加 和 470 行删除
Chapter10/Figures/figure-3-base-problom-of-p.tex
......@@ -12,7 +12,7 @@
% RNN Encoder
\coordinate (eemb0) at (0,0);
\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}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.3\base]eemb\x.north) {};
\node[] (enclabel1) at (enc1) {\tiny{$\mathbi{h}_{m-2}$}};
......@@ -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);
{
\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] (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 $\funp{P}(y_i|...)$}};
......@@ -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] (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$\mathbi{C}$}};
......@@ -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,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,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) {};
\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) ;
}
{
\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) {};
\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}
......
Chapter10/Figures/figure-a-working-example-of-neural-machine-translation.tex
......@@ -10,11 +10,11 @@
% RNN Encoder
\coordinate (eemb0) at (0,0);
\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}
\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,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[wordnode] (label) at ([yshift=2.5em]enc4.north) {
......@@ -35,7 +35,7 @@
% RNN Decoder
\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}
\node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.5\base]demb\x.north) {};
\foreach \x in {1,2,...,4}
......
Chapter10/Figures/figure-attention-of-source-and-target-words.tex
......@@ -11,7 +11,7 @@
%\setlength{\mystep}{1.6em}
\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 [] (ws2) at (s2) {\scriptsize{是}};
......@@ -21,7 +21,7 @@
\node [] (ws6) at (s6) {\scriptsize{句子}};
\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 [] (wt2) at (t2) {\scriptsize{is}};
......@@ -30,9 +30,9 @@
\node [] (wt5) at (t5) {\scriptsize{long}};
\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=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=1em]encoder.east) {\footnotesize{表示}};
\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=green!30,minimum height=1.5em] (representation) at ([xshift=2em]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]representation.east)--([xshift=-1pt]decoder.west);
......
Chapter10/Figures/figure-beam-search-process.tex
......@@ -5,7 +5,7 @@
\begin{tikzpicture}
\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];
......@@ -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}};
\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}};
{
......
Chapter10/Figures/figure-bi-rnn.tex
......@@ -13,7 +13,7 @@
% RNN Encoder
\coordinate (eemb0) at (0,0);
\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}
\node[rnnnode,fill=blue!30!white,anchor=south] (backenc\x) at ([yshift=0.5\base]eemb\x.north) {};
\foreach \x in {1,2,...,10}
......
Chapter10/Figures/figure-calculation-process-of-context-vector-c.tex
......@@ -8,25 +8,25 @@
\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!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,inner sep=0pt,minimum width=3em] (h3) at ([xshift=0.5em]h2.east) {\scriptsize{...}};
\node [anchor=west,draw,fill=red!20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h4) at ([xshift=0.5em]h3.east) {\scriptsize{$\mathbi{h}_m$}};
\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!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=1em]h2.east) {\scriptsize{...}};
\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) {};
\draw [thick,-,ublue] (sum.north) -- (sum.south);
\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=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=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!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 [->] (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 [->] ([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]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{$\mathbi{C}_{j}$}};
\node [anchor=south,inner sep=1pt] (output) at ([yshift=0.8em]th2.north) {\scriptsize{输出层}};
......@@ -39,7 +39,7 @@
\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) {$\alpha_{i,j} = \frac{\exp(\beta_{i,j})}{\sum_{i'} \exp(\beta_{i',j})}$};
......@@ -48,10 +48,10 @@
\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}
......
Chapter10/Figures/figure-data-parallel-process.tex
......@@ -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};
\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=north,font=\scriptsize] (sample1) at ([yshift=-3em]sample2.south) {句子1};
......@@ -26,18 +26,18 @@
\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) {$0$};
\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);
\coordinate (in\j) at ([yshift=-1em]rnn\j.south);
\draw [-latex'] (in\j) to (rnn\j.south);
\coordinate (out\j) at ([yshift=1em]rnn\j.north);
\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);
\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);
......
Chapter10/Figures/figure-decode-the-word-probability-distribution-at-the-first-position.tex
......@@ -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}};
\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{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 [anchor=west] (h2) at ([xshift=1em]h1.east) {\tiny{...}};
......@@ -139,7 +139,7 @@
\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 @@
% RNN Encoder
\coordinate (eemb0) at (0,0);
\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}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc1\x) at ([yshift=0.3\base]eemb\x.north) {};
\foreach \x in {1,2,...,10}
......@@ -121,10 +121,10 @@
}
\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);
\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
\begin{pgfonlayer}{background}
......
Chapter10/Figures/figure-encoder-decoder-with-attention.tex
......@@ -11,7 +11,7 @@
%%% a simple encoder-decoder model
\begin{scope}
\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 [] (ws2) at (s2) {\scriptsize{是}};
......@@ -21,7 +21,7 @@
\node [] (ws6) at (s6) {\scriptsize{句子}};
\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 [] (wt2) at (t2) {\scriptsize{is}};
......@@ -30,9 +30,9 @@
\node [] (wt5) at (t5) {\scriptsize{long}};
\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=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=1em]encoder.east) {\footnotesize{表示}};
\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=green!30,minimum height=1.5em] (representation) at ([xshift=2em]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]representation.east)--([xshift=-1pt]decoder.west);
......@@ -42,7 +42,7 @@
\foreach \x in {1,2,...,5}
\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}};
\end{scope}
......@@ -50,7 +50,7 @@
%%% a encoder-decoder model with attention
\begin{scope}[yshift=-1.7in]
\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 [] (ws2) at (s2) {\scriptsize{是}};
......@@ -60,7 +60,7 @@
\node [] (ws6) at (s6) {\scriptsize{句子}};
\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 [] (wt2) at (t2) {\scriptsize{is}};
......@@ -69,8 +69,8 @@
\node [] (wt5) at (t5) {\scriptsize{long}};
\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=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=4.5em]encoder.east) {\footnotesize{Decoder}};
\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=6.4em]encoder.east) {\footnotesize{Decoder}};
\foreach \x in {1,2,...,6}
\draw[->] ([yshift=0.1em]s\x.north) -- ([yshift=1.2em]s\x.north);
......@@ -78,11 +78,11 @@
\foreach \x in {1,2,...,5}
\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 [->] ([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=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]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=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] (tmore) at ([yshift=3.5em]t4.north) {...};
......
Chapter10/Figures/figure-model-structure-based-on-recurrent-neural-network-translation.tex
......@@ -11,7 +11,7 @@
% RNN Encoder
\coordinate (eemb0) at (0,0);
\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}
\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) {$0$};
......@@ -114,7 +114,7 @@
% legend
\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,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}};
......
Chapter10/Figures/figure-numbers-of-wmt-systems.tex
......@@ -5,7 +5,7 @@
\begin{tikzpicture}
\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] (0.4,2) to (0.6,2);
\draw[thick] (0.4,4) to (0.6,4);
......@@ -13,38 +13,38 @@
\node[font=\scriptsize] at (0,4) {20};
% 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=0.5cm,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=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=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};
% 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=0.5cm,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=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=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};
% 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=0.5cm,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=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=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};
% 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=0.5cm,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=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=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};
% 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=0.5cm,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=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=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};
\end{scope}
% legend
\ExtractX{$(nmt2015.west)$}
\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{$(nmt2017.west)$}
\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] () 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}
\ No newline at end of file
Chapter10/Figures/figure-presentation-space.tex
......@@ -19,13 +19,13 @@
\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,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,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space2) at (1.1in,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,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 (1.7in,1.3) {};
\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);
......
Chapter10/Figures/figure-query-model-corresponding-to-attention-mechanism.tex
......@@ -5,26 +5,26 @@
\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] (value2) at ([xshift=1em]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] (value4) at ([xshift=1em]value3.south east) {\scriptsize{${h}(\textrm{没})$}};
\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=2em]value2.south east) {\scriptsize{${h}(\textrm{也})$}};
\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] (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] (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}};
\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]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);
\node [anchor=south east] (alpha1) at ([xshift=1em]key1.north east) {\scriptsize{$\alpha_1=.4$}};
\node [anchor=south east] (alpha2) at ([xshift=1em]key2.north east) {\scriptsize{$\alpha_2=.4$}};
\node [anchor=south east] (alpha3) at ([xshift=1em]key3.north east) {\scriptsize{$\alpha_3=.1$}};
\node [anchor=south east] (alpha4) at ([xshift=1em]key4.north east) {\scriptsize{$\alpha_4=.1$}};
\node [anchor=south east] (alpha1) at ([xshift=1.5em]key1.north east) {\scriptsize{$\alpha_1=0.4$}};
\node [anchor=south east] (alpha2) at ([xshift=1.5em]key2.north east) {\scriptsize{$\alpha_2=0.4$}};
\node [anchor=south east] (alpha3) at ([xshift=1.5em]key3.north east) {\scriptsize{$\alpha_3=0.1$}};
\node [anchor=south east] (alpha4) at ([xshift=1.5em]key4.north east) {\scriptsize{$\alpha_4=0.1$}};
\end{scope}
\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 @@
\begin{tikzpicture}
\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] (value2) at ([xshift=1em]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=blue!20!white] (value4) at ([xshift=1em]value3.south east) {\scriptsize{value$_4$}};
\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=2em]value2.south east) {\scriptsize{value$_3$}};
\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=dots] (key2) at ([yshift=0.2em]value2.north west) {};
......@@ -21,7 +21,7 @@
\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 [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}};
\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 @@
\begin{tikzpicture}
\footnotesize{
\begin{axis}[
width=.60\textwidth,
width=.8\textwidth,
height=.40\textwidth,
legend style={at={(0.60,0.08)}, anchor=south west},
xlabel={\scriptsize{更新次数}},
......
Chapter10/Figures/figure-score-of-mter.tex
......@@ -2,7 +2,7 @@
%\definecolor{ublue}{rgb}{0.152,0.250,0.545}
\begin{tikzpicture}
\begin{axis}[
width=10cm, height=5cm,
width=12cm, height=5cm,
symbolic x coords={1-15,16-25,26-35,>35},
xtick=data,
ytick={6,12,...,28},
......
Chapter10/Figures/figure-structure-of-a-recurrent-network-model.tex
......@@ -6,11 +6,11 @@
\begin{scope}[scale=0.9]
{\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] (node12) at ([xshift=1em]node11.east) {\scriptsize{RNN Cell}};
\node [anchor=west,rnnnode] (node13) at ([xshift=1em]node12.east) {\scriptsize{RNN Cell}};
\node [anchor=west,rnnnode] (node14) at ([xshift=1em]node13.east) {\scriptsize{RNN Cell}};
\node [anchor=west,rnnnode] (node12) at ([xshift=2em]node11.east) {\scriptsize{RNN Cell}};
\node [anchor=west,rnnnode] (node13) at ([xshift=2em]node12.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] (e2) at ([yshift=-1em]node12.south) {\scriptsize{}};
......
Chapter10/Figures/figure-structure-of-gnmt.tex
......@@ -12,9 +12,9 @@
% Encoder
\begin{scope}
\node[rnnnode,fill=green!20] (encemb1) at (0,0) {};
\node[rnnnode,fill=green!20,right=\base of encemb1] (encemb2) {};
\node[rnnnode,draw=white,fill=white,right=\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 encemb1] (encemb2) {};
\node[rnnnode,draw=white,fill=white,right=1.8\base of encemb2] (encemb3) {$\cdots$};
\node[rnnnode,fill=green!20,right=1.8\base of encemb3] (encemb4) {};
\node[rnnnode,above=\base of encemb1] (enc11) {};
\node[rnnnode,above=\base of encemb2] (enc12) {};
......@@ -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};
\begin{scope}
\node[rnnnode,fill=green!20,right=2.5cm of encemb4] (decemb1) {};
\node[rnnnode,fill=green!20,right=\base of decemb1] (decemb2) {};
\node[rnnnode,draw=white,fill=white,right=\base of decemb2] (decemb3) {$\cdots$};
\node[rnnnode,fill=green!20,right=\base of decemb3] (decemb4) {};
\node[rnnnode,fill=green!20,right=3cm of encemb4] (decemb1) {};
\node[rnnnode,fill=green!20,right=1.8\base of decemb1] (decemb2) {};
\node[rnnnode,draw=white,fill=white,right=1.8\base of decemb2] (decemb3) {$\cdots$};
\node[rnnnode,fill=green!20,right=1.8\base of decemb3] (decemb4) {};
\node[rnnnode,above=\base of decemb1] (dec11) {};
\node[rnnnode,above=\base of decemb2] (dec12) {};
......@@ -189,7 +189,7 @@
\end{scope}
% 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{$([xshift=9pt]attention.east)$}
\ExtractY{$([yshift=2pt]dec11.north)$}
......@@ -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);
\begin{pgfonlayer}{background}
\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{$([xshift=4pt]label2.east)$}
\ExtractY{$([yshift=6pt]decoutword4.north)$}
\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}
\node[wnode,anchor=north west] () at (encoder.north west) {编码器};
\node[wnode,anchor=north east] () at (decoder.north east) {解码器};
......
Chapter11/Figures/figure-average-pooling.tex
......@@ -2,32 +2,32 @@
\begin{tikzpicture}[node distance = 0cm]
\node(num1)[num,fill=red!10]{1};
\node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!10]{5};
\node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!10]{0};
\node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!10]{6};
\node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!10]{4};
\node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!10]{7};
\node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!10]{5};
\node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!10]{8};
\node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!10]{3};
\node(num10)[num,below of = num9,yshift= -0.6cm,fill=yellow!10]{1};
\node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!10]{2};
\node(num12)[num,below of = num11,yshift= -0.6cm,fill=yellow!10]{2};
\node(num13)[num,right of = num11,xshift= 0.6cm,fill=blue!10]{1};
\node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!10]{3};
\node(num10)[num,right of = num13,xshift= 0.6cm,fill=blue!10]{0};
\node(num16)[num,below of = num10,yshift= -0.6cm,fill=blue!10]{4};
\node(num1)[num,fill=red!20]{1};
\node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!20]{5};
\node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!20]{0};
\node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!20]{6};
\node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!20]{4};
\node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!20]{7};
\node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!20]{5};
\node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!20]{8};
\node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!20]{3};
\node(num20)[num,below of = num9,yshift= -0.6cm,fill=yellow!20]{1};
\node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!20]{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!20]{1};
\node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!20]{3};
\node(num20)[num,right of = num13,xshift= 0.6cm,fill=blue!20]{0};
\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);
\node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!10]{3};
\node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!10]{6};
\node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!10]{2};
\node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!10]{2};
\node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!20]{3};
\node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!20]{6};
\node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!20]{2};
\node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!20]{2};
\node [right of = num2,xshift= -0.7cm]{};
......
Chapter11/Figures/figure-convolution-kernel.tex
\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]
......
Chapter11/Figures/figure-deep-vs-light.tex
......@@ -30,7 +30,7 @@
\node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t2.south) {深度卷积};
\end{scope}
\begin{scope}[xshift=4cm]
\begin{scope}[xshift=5cm]
\foreach \point in {0,1,2,3}{
\node[unit] (l1_\point) at (0, 0+\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]
\node[num] at (0,0){1};
......@@ -43,7 +43,7 @@
\node[num] at (2.4,3){2};
\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);
\node [] at (4,1.5) {*};
......
Chapter11/Figures/figure-full-connection-vs-cnn-a.tex
\begin{tikzpicture}[node distance = 0]
\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}{
\draw[color=ublue,thick]( \x,2)circle( 0.3);
......
Chapter11/Figures/figure-full-connection-vs-cnn-b.tex
\begin{tikzpicture}[node distance = 0]
\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}{
\draw[color=ublue,thick]( \x,2)circle( 0.3);
......
Chapter11/Figures/figure-max-pooling.tex
......@@ -2,32 +2,32 @@
\begin{tikzpicture}[node distance = 0cm]
\node(num1)[num,fill=red!10]{1};
\node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!10]{5};
\node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!10]{0};
\node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!10]{6};
\node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!10]{4};
\node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!10]{7};
\node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!10]{5};
\node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!10]{8};
\node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!10]{3};
\node(num10)[num,below of = num9,yshift= -0.6cm,fill=yellow!10]{1};
\node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!10]{2};
\node(num12)[num,below of = num11,yshift= -0.6cm,fill=yellow!10]{2};
\node(num13)[num,right of = num11,xshift= 0.6cm,fill=blue!10]{1};
\node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!10]{3};
\node(num10)[num,right of = num13,xshift= 0.6cm,fill=blue!10]{0};
\node(num16)[num,below of = num10,yshift= -0.6cm,fill=blue!10]{4};
\node(num1)[num,fill=red!20]{1};
\node(num2)[num,below of = num1,yshift= -0.6cm,fill=red!20]{5};
\node(num3)[num,right of = num1,xshift= 0.6cm,fill=red!20]{0};
\node(num4)[num,below of = num3,yshift= -0.6cm,fill=red!20]{6};
\node(num5)[num,right of = num3,xshift= 0.6cm,fill=green!20]{4};
\node(num6)[num,below of = num5,yshift= -0.6cm,fill=green!20]{7};
\node(num7)[num,right of = num5,xshift= 0.6cm,fill=green!20]{5};
\node(num8)[num,below of = num7,yshift= -0.6cm,fill=green!20]{8};
\node(num9)[num,below of = num2,yshift= -0.6cm,fill=yellow!20]{3};
\node(num10)[num,below of = num9,yshift= -0.6cm,fill=yellow!20]{1};
\node(num11)[num,right of = num9,xshift= 0.6cm,fill=yellow!20]{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!20]{1};
\node(num14)[num,below of = num13,yshift= -0.6cm,fill=blue!20]{3};
\node(num10)[num,right of = num13,xshift= 0.6cm,fill=blue!20]{0};
\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);
\node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!10]{6};
\node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!10]{8};
\node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!10]{3};
\node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!10]{4};
\node(num17)[num,right of = num8,xshift= 2.5cm,fill=red!20]{6};
\node(num18)[num,right of = num17,xshift= 0.6cm,fill=green!20]{8};
\node(num19)[num,below of = num17,yshift=-0.6cm,fill=yellow!20]{3};
\node(num20)[num,below of = num18,yshift= -0.6cm,fill=blue!20]{4};
\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{pad} = [minimum width = 0.6cm,minimum height = 0.6cm,draw,fill=blue!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!20]
\begin{tikzpicture}[node distance = 0]
\node[pad] at (-0.6,-0.6){0};
......@@ -74,8 +74,8 @@
\node[pad] at (3,3.6){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=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=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!50,fill opacity=0.4] at (0.6,2.4) {};
%\fill (4.55,1.5) circle (2pt);
\node [] at (4.55,1.5) {*};
......
Chapter11/Figures/figure-single-glu.tex
......@@ -6,16 +6,16 @@
\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=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[fill=red!5] (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[fill=ugreen!5] (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[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[ugreen!60,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[blue!50,step=\bd,xshift=18.5*\bd,yshift=\bd, line width=0.8pt] (0cm, 0cm) grid (0cm+4*\bd,0cm+6*\bd);
\draw[fill=red!10] (0cm,1*\bd) -- (4*\bd,1*\bd) -- (4*\bd,7*\bd) -- (0cm, 7*\bd) -- (0cm,1*\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!10] (7*\bd,\bd) -- (11*\bd,\bd) -- (11*\bd,7*\bd) -- (7*\bd, 7*\bd) -- (7*\bd,\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!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!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!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!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);
......@@ -44,7 +44,7 @@
\node[word] (w7) at ([yshift=-\bd]w6) {。};
\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}
$<$p$>$：& 填充 \\
$\sigma$：& sigmoid函数 \\
......
Chapter11/Figures/figure-standard-convolution-neural-network-module.tex
\tikzstyle{input} = [rectangle, minimum width = 1cm, minimum height = 3cm, text centered]
\tikzstyle{output} = [rectangle, minimum width = 1cm, minimum height = 3cm, text centered]
\tikzstyle{convolution} = [rectangle, minimum width = 0.7cm, minimum height = 2cm, text centered, fill = red!10, draw = black, thick]
\tikzstyle{activation} = [rectangle, minimum width = 0.7cm, minimum height = 2cm, text centered, fill = blue!10, draw = black, thick]
\tikzstyle{pooling} = [rectangle, thick, minimum width = 0.7cm, minimum height = 2cm, text centered, draw = black, fill = ugreen!10]
\tikzstyle{input} = [rectangle, minimum width = 1.5cm, minimum height = 3cm, text centered]
\tikzstyle{output} = [rectangle, minimum width = 1.5cm, minimum height = 3cm, text centered]
\tikzstyle{convolution} = [rectangle, minimum width = 1cm, minimum height = 2cm, text centered, fill = red!20, 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 = 1cm, minimum height = 2cm, text centered, draw = black, fill = ugreen!20]
\tikzstyle{arrow} = [thick, ->, >=stealth]
\begin{tikzpicture}[node distance = 0cm]
\node(input)[input, align=center]{输\\入};
\node(convolution)[convolution,right of = input,xshift = 2cm, align=center]{卷\\积\\层};
\node(activation)[activation,right of = convolution,xshift = 2cm, align=center]{激\\活\\函\\数};
\node(pooling)[pooling,right of = activation,xshift = 2cm, align=center]{池\\化\\层};
\node(output)[output,right of = pooling,xshift= 2cm, align=center]{输\\出};
\node(convolution)[convolution,right of = input,xshift = 2.5cm, align=center]{卷\\积\\层};
\node(activation)[activation,right of = convolution,xshift = 2.5cm, align=center]{激\\活\\函\\数};
\node(pooling)[pooling,right of = activation,xshift = 2.5cm, align=center]{池\\化\\层};
\node(output)[output,right of = pooling,xshift= 2.5cm, align=center]{输\\出};
\draw [arrow] (input) -- ([xshift=-0.15cm]convolution.180);
\draw [arrow] ([xshift=0.15cm]convolution.0) -- ([xshift=-0.15cm]activation.180);
......
Chapter11/Figures/figure-standard.tex
......@@ -43,7 +43,7 @@
\node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t1.south) {(a) 标准卷积};
\end{scope}
\begin{scope}[xshift=4cm]
\begin{scope}[xshift=5cm]
\foreach \point in {0,1,2}{
\node[unit] (l1_\point) at (0, 0+\point*1.5em){};
\node[unit] (l2_\point) at (0, 6em+\point*1.5em){};
......@@ -77,7 +77,7 @@
\node [anchor=north,font=\tiny,scale=1.1] at ([yshift=-0.2em]t2.south) {(b) 深度卷积};
\end{scope}
\begin{scope}[xshift=8cm]
\begin{scope}[xshift=10cm]
\foreach \point in {0,1,2}{
\node[unit] (l1_\point) at (0, 0+\point*1.5em){};
\node[unit] (l2_\point) at (0, 6em+\point*1.5em){};
......
Chapter11/Figures/figure-structural-comparison-a.tex
......@@ -4,13 +4,13 @@
\begin{tikzpicture}[node distance = 0cm]
\node(num1)[num]{$\mathbi{e}_1$};
\node(num2)[num,right of = num1,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_2$}};
\node(num3)[num,right of = num2,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_3$}};
\node(num4)[num,right of = num3,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_4$}};
\node(num5)[num,right of = num4,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_5$}};
\node(num6)[num,right of = num5,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_6$}};
\node(num7)[num,right of = num6,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_7$}};
\node(num8)[num,right of = num7,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_8$}};
\node(num2)[num,right of = num1,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_2$}};
\node(num3)[num,right of = num2,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_3$}};
\node(num4)[num,right of = num3,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_4$}};
\node(num5)[num,right of = num4,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_5$}};
\node(num6)[num,right of = num5,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_6$}};
\node(num7)[num,right of = num6,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_7$}};
\node(num8)[num,right of = num7,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_8$}};
\node(num9)[num,right of = num8,xshift = 1.2cm]{$\mathbi{e}_9$};
%\node(A)[below of = num2,yshift = -0.6cm]{A};
%\node(B)[below of = num8,yshift = -0.6cm]{B};
......@@ -23,8 +23,8 @@
\draw [->, thick, color = blue!80](num6.east)--(num7.west);
\draw [->, thick, color = blue!80](num7.east)--(num8.west);
\draw [->,thick,color = black!70] (num1) -- (num2);
\draw [->,thick,color =black!70] (num8) -- (num9);
\draw [->,thick,color = black!85] (num1) -- (num2);
\draw [->,thick,color =black!85] (num8) -- (num9);
\end{tikzpicture}
\ No newline at end of file
Chapter11/Figures/figure-structural-comparison-b.tex
......@@ -4,13 +4,13 @@
\begin{tikzpicture}[node distance = 0cm]
\node(num1_0)[num, fill = blue!40]{\textcolor{white}{$\mathbi{0}$}};
\node(num1_1)[num,right of = num1_0,xshift = 1.2cm]{$\mathbi{e}_1$};
\node(num1_2)[num,right of = num1_1,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_2$}};
\node(num1_3)[num,right of = num1_2,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_3$}};
\node(num1_4)[num,right of = num1_3,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_4$}};
\node(num1_5)[num,right of = num1_4,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_5$}};
\node(num1_6)[num,right of = num1_5,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_6$}};
\node(num1_7)[num,right of = num1_6,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_7$}};
\node(num1_8)[num,right of = num1_7,xshift = 1.2cm]{\textcolor{blue!70}{$\mathbi{e}_8$}};
\node(num1_2)[num,right of = num1_1,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_2$}};
\node(num1_3)[num,right of = num1_2,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_3$}};
\node(num1_4)[num,right of = num1_3,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_4$}};
\node(num1_5)[num,right of = num1_4,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_5$}};
\node(num1_6)[num,right of = num1_5,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_6$}};
\node(num1_7)[num,right of = num1_6,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_7$}};
\node(num1_8)[num,right of = num1_7,xshift = 1.2cm]{\textcolor{blue!85}{$\mathbi{e}_8$}};
\node(num1_9)[num,right of = num1_8,xshift = 1.2cm]{$\mathbi{e}_9$};
\node(num1_10)[num,right of = num1_9,xshift = 1.2cm, fill = blue!40]{$\mathbi{0}$};
%\node(A)[below of = num2,yshift = -0.6cm]{A};
......@@ -19,11 +19,11 @@
\node(num2_0)[num,above of = num1_0,yshift = 1.2cm, fill = blue!40]{\textcolor{white}{$\mathbi{0}$}};
\node(num2_1)[num,right of = num2_0,xshift = 1.2cm]{\textbf2};
\node(num2_2)[num,right of = num2_1,xshift = 1.2cm]{\textbf2};
\node(num2_3)[num,right of = num2_2,xshift = 1.2cm]{\textbf{\textcolor{blue!70}2}};
\node(num2_4)[num,right of = num2_3,xshift = 1.2cm]{\textbf{\textcolor{blue!70}2}};
\node(num2_5)[num,right of = num2_4,xshift = 1.2cm]{\textbf{\textcolor{blue!70}2}};
\node(num2_6)[num,right of = num2_5,xshift = 1.2cm]{\textbf{\textcolor{blue!70}2}};
\node(num2_7)[num,right of = num2_6,xshift = 1.2cm]{\textbf{\textcolor{blue!70}2}};
\node(num2_3)[num,right of = num2_2,xshift = 1.2cm]{\textbf{\textcolor{blue!85}2}};
\node(num2_4)[num,right of = num2_3,xshift = 1.2cm]{\textbf{\textcolor{blue!85}2}};
\node(num2_5)[num,right of = num2_4,xshift = 1.2cm]{\textbf{\textcolor{blue!85}2}};
\node(num2_6)[num,right of = num2_5,xshift = 1.2cm]{\textbf{\textcolor{blue!85}2}};
\node(num2_7)[num,right of = num2_6,xshift = 1.2cm]{\textbf{\textcolor{blue!85}2}};
\node(num2_8)[num,right of = num2_7,xshift = 1.2cm]{\textbf2};
\node(num2_9)[num,right of = num2_8,xshift = 1.2cm]{\textbf2};
\node(num2_10)[num,right of = num2_9,xshift = 1.2cm, fill = blue!40]{$\mathbi{0}$};
......@@ -32,9 +32,9 @@
\node(num3_1)[num,right of = num3_0,xshift = 1.2cm]{\textbf3};
\node(num3_2)[num,right of = num3_1,xshift = 1.2cm]{\textbf3};
\node(num3_3)[num,right of = num3_2,xshift = 1.2cm]{\textbf3};
\node(num3_4)[num,right of = num3_3,xshift = 1.2cm]{\textbf{\textcolor{blue!70}3}};
\node(num3_5)[num,right of = num3_4,xshift = 1.2cm]{\textbf{\textcolor{blue!70}3}};
\node(num3_6)[num,right of = num3_5,xshift = 1.2cm]{\textbf{\textcolor{blue!70}3}};
\node(num3_4)[num,right of = num3_3,xshift = 1.2cm]{\textbf{\textcolor{blue!85}3}};
\node(num3_5)[num,right of = num3_4,xshift = 1.2cm]{\textbf{\textcolor{blue!85}3}};
\node(num3_6)[num,right of = num3_5,xshift = 1.2cm]{\textbf{\textcolor{blue!85}3}};
\node(num3_7)[num,right of = num3_6,xshift = 1.2cm]{\textbf3};
\node(num3_8)[num,right of = num3_7,xshift = 1.2cm]{\textbf3};
\node(num3_9)[num,right of = num3_8,xshift = 1.2cm]{\textbf3};
......@@ -45,7 +45,7 @@
\node(num4_2)[num,right of = num4_1,xshift = 1.2cm]{\textbf4};
\node(num4_3)[num,right of = num4_2,xshift = 1.2cm]{\textbf4};
\node(num4_4)[num,right of = num4_3,xshift = 1.2cm]{\textbf4};
\node(num4_5)[num,right of = num4_4,xshift = 1.2cm]{\textbf{\textcolor{blue!60}4}};
\node(num4_5)[num,right of = num4_4,xshift = 1.2cm]{\textbf{\textcolor{blue!80}4}};
\node(num4_6)[num,right of = num4_5,xshift = 1.2cm]{\textbf4};
\node(num4_7)[num,right of = num4_6,xshift = 1.2cm]{\textbf4};
\node(num4_8)[num,right of = num4_7,xshift = 1.2cm]{\textbf4};
......@@ -58,19 +58,19 @@
\draw [->, thick](num1_1.north)--([xshift=-0.1em,yshift=-0.1em]num2_2.south);
\draw [->, thick](num2_1.north)--([xshift=-0.1em,yshift=-0.1em]num3_2.south);
\draw [->, thick](num3_1.north)--([xshift=-0.1em,yshift=-0.1em]num4_2.south);
\draw [->, thick, color = blue!60](num1_2.north)--([xshift=-0.1em,yshift=-0.1em]num2_3.south);
\draw [->, thick, color = blue!80](num1_2.north)--([xshift=-0.1em,yshift=-0.1em]num2_3.south);
\draw [->, thick](num2_2.north)--([xshift=-0.1em,yshift=-0.1em]num3_3.south);
\draw [->, thick](num3_2.north)--([xshift=-0.1em,yshift=-0.1em]num4_3.south);
\draw [->, thick, color = blue!60](num1_3.north)--([xshift=-0.1em,yshift=-0.1em]num2_4.south);
\draw [->, thick, color = blue!60](num2_3.north)--([xshift=-0.1em,yshift=-0.1em]num3_4.south);
\draw [->, thick, color = blue!80](num1_3.north)--([xshift=-0.1em,yshift=-0.1em]num2_4.south);
\draw [->, thick, color = blue!80](num2_3.north)--([xshift=-0.1em,yshift=-0.1em]num3_4.south);
\draw [->, thick](num3_3.north)--([xshift=-0.1em,yshift=-0.1em]num4_4.south);
\draw [->, thick, color = blue!60](num1_4.north)--([xshift=-0.1em,yshift=-0.1em]num2_5.south);
\draw [->, thick, color = blue!60](num2_4.north)--([xshift=-0.1em,yshift=-0.1em]num3_5.south);
\draw [->, thick, color = blue!60](num3_4.north)--([xshift=-0.1em,yshift=-0.1em]num4_5.south);
\draw [->, thick, color = blue!60](num1_5.north)--([xshift=-0.1em,yshift=-0.1em]num2_6.south);
\draw [->, thick, color = blue!60](num2_5.north)--([xshift=-0.1em,yshift=-0.1em]num3_6.south);
\draw [->, thick, color = blue!80](num1_4.north)--([xshift=-0.1em,yshift=-0.1em]num2_5.south);
\draw [->, thick, color = blue!80](num2_4.north)--([xshift=-0.1em,yshift=-0.1em]num3_5.south);
\draw [->, thick, color = blue!80](num3_4.north)--([xshift=-0.1em,yshift=-0.1em]num4_5.south);
\draw [->, thick, color = blue!80](num1_5.north)--([xshift=-0.1em,yshift=-0.1em]num2_6.south);
\draw [->, thick, color = blue!80](num2_5.north)--([xshift=-0.1em,yshift=-0.1em]num3_6.south);
\draw [->, thick](num3_5.north)--([xshift=-0.1em,yshift=-0.1em]num4_6.south);
\draw [->, thick, color = blue!60](num1_6.north)--([xshift=-0.1em,yshift=-0.1em]num2_7.south);
\draw [->, thick, color = blue!80](num1_6.north)--([xshift=-0.1em,yshift=-0.1em]num2_7.south);
\draw [->, thick](num2_6.north)--([xshift=-0.1em,yshift=-0.1em]num3_7.south);
\draw [->, thick](num3_6.north)--([xshift=-0.1em,yshift=-0.1em]num4_7.south);
\draw [->, thick](num1_7.north)--([xshift=-0.1em,yshift=-0.1em]num2_8.south);
......@@ -86,19 +86,19 @@
\draw [->, thick](num1_3.north)--([xshift=0.1em,yshift=-0.1em]num2_2.south);
\draw [->, thick](num2_3.north)--([xshift=0.1em,yshift=-0.1em]num3_2.south);
\draw [->, thick](num3_3.north)--([xshift=0.1em,yshift=-0.1em]num4_2.south);
\draw [->, thick, color = blue!60](num1_4.north)--([xshift=0.1em,yshift=-0.1em]num2_3.south);
\draw [->, thick, color = blue!80](num1_4.north)--([xshift=0.1em,yshift=-0.1em]num2_3.south);
\draw [->, thick](num2_4.north)--([xshift=0.1em,yshift=-0.1em]num3_3.south);
\draw [->, thick](num3_4.north)--([xshift=0.1em,yshift=-0.1em]num4_3.south);
\draw [->, thick, color = blue!60](num1_5.north)--([xshift=0.1em,yshift=-0.1em]num2_4.south);
\draw [->, thick, color = blue!60](num2_5.north)--([xshift=0.1em,yshift=-0.1em]num3_4.south);
\draw [->, thick, color = blue!80](num1_5.north)--([xshift=0.1em,yshift=-0.1em]num2_4.south);
\draw [->, thick, color = blue!80](num2_5.north)--([xshift=0.1em,yshift=-0.1em]num3_4.south);
\draw [->, thick](num3_5.north)--([xshift=0.1em,yshift=-0.1em]num4_4.south);
\draw [->, thick, color = blue!60](num1_6.north)--([xshift=0.1em,yshift=-0.1em]num2_5.south);
\draw [->, thick, color = blue!60](num2_6.north)--([xshift=0.1em,yshift=-0.1em]num3_5.south);
\draw [->, thick, color = blue!60](num3_6.north)--([xshift=0.1em,yshift=-0.1em]num4_5.south);
\draw [->, thick, color = blue!60](num1_7.north)--([xshift=0.1em,yshift=-0.1em]num2_6.south);
\draw [->, thick, color = blue!60](num2_7.north)--([xshift=0.1em,yshift=-0.1em]num3_6.south);
\draw [->, thick, color = blue!80](num1_6.north)--([xshift=0.1em,yshift=-0.1em]num2_5.south);
\draw [->, thick, color = blue!80](num2_6.north)--([xshift=0.1em,yshift=-0.1em]num3_5.south);
\draw [->, thick, color = blue!80](num3_6.north)--([xshift=0.1em,yshift=-0.1em]num4_5.south);
\draw [->, thick, color = blue!80](num1_7.north)--([xshift=0.1em,yshift=-0.1em]num2_6.south);
\draw [->, thick, color = blue!80](num2_7.north)--([xshift=0.1em,yshift=-0.1em]num3_6.south);
\draw [->, thick](num3_7.north)--([xshift=0.1em,yshift=-0.1em]num4_6.south);
\draw [->, thick, color = blue!60](num1_8.north)--([xshift=0.1em,yshift=-0.1em]num2_7.south);
\draw [->, thick, color = blue!80](num1_8.north)--([xshift=0.1em,yshift=-0.1em]num2_7.south);
\draw [->, thick](num2_8.north)--([xshift=0.1em,yshift=-0.1em]num3_7.south);
\draw [->, thick](num3_8.north)--([xshift=0.1em,yshift=-0.1em]num4_7.south);
\draw [->, thick](num1_9.north)--([xshift=0.1em,yshift=-0.1em]num2_8.south);
......
Chapter11/Figures/figure-use-cnn-in-nmt.tex
......@@ -5,41 +5,41 @@
\begin{scope}
%\tikzstyle{every node}=[scale=0.8]
\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]
\draw[fill=red!8,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!14,line width=0.2pt] (0cm,0cm+7*\bcc) rectangle (0cm+4*\bcc,0cm+8*\bcc);
\draw[fill=red!15,line width=0.2pt] (0cm,0cm+1*\bcc) rectangle (0cm+4*\bcc,0cm+7*\bcc);
\draw[fill=cyan!20,line width=0.2pt] (0cm,0cm) rectangle (0cm+4*\bcc,0cm+1*\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[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[ugreen!50,line width=1.8pt] (0cm,0cm+1*\bcc) rectangle (0cm+4*\bcc,0cm+4*\bcc);
\draw[red!70,line width=1.8pt] (0cm,0cm+5*\bcc) rectangle (0cm+4*\bcc,0cm+8*\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[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[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[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[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!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+8*\bcc) -- ([xshift=5.6cm,yshift=0.4cm]0cm,0cm+6*\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!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+4*\bcc) -- ([xshift=5.2cm,yshift=0.8cm]0cm,0cm+2*\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] (w2) at ([yshift=-\bcc]w1) {今天};
......
Chapter11/Figures/figure-use-cnn-in-sentence-classification.tex
......@@ -5,7 +5,7 @@
\begin{scope}
%\tikzstyle{every node}=[scale=0.8]
\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]
%\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 @@
%\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
\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[red!60,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[red!60,line width=2pt] (0cm,0cm+7*\bcc) rectangle (0cm+6*\bcc,0cm+9*\bcc);
\draw[red!80,line width=2pt] (0cm,0cm) rectangle (0cm+6*\bcc,0cm+2*\bcc);
\draw[ugreen!80,line width=2pt] (0cm,0cm+3*\bcc) rectangle (0cm+6*\bcc,0cm+6*\bcc);
\draw[red!80,line width=2pt] (0cm,0cm+7*\bcc) rectangle (0cm+6*\bcc,0cm+9*\bcc);
% 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[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
\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](8.3cm,1.8cm) -- (8.7cm,1.8cm);
%\draw [gray](8.45cm,1.4cm) -- (8.85cm,1.4cm);
%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);
%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!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+6*\bcc) -- (8cm,2.2cm);
\draw[ugreen!80,line] ([xshift=5.0cm,yshift=1.3cm]0cm+1*\bcc,0cm-1*\bcc) -- (8.15cm,1.8cm);
%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);
......@@ -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[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[red!60,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) rectangle (0cm+1*\bcc,0cm+1*\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
\draw[line] (8.4cm, 2.2cm) -- (11.2cm,2.2cm);
\draw[line] (8.7cm,1.4cm) -- (11.3cm, 1.8cm);
%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!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+7*\bcc) -- (8.15cm,1.8cm);
\draw[red!80,line] ([xshift=5.6cm,yshift=0cm]0cm+1*\bcc,0cm) -- (8.3cm, 1.4cm);
% 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!60,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!60,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!60,line] (0cm+6*\bcc,0cm+3*\bcc) -- ([xshift=5.0cm,yshift=1.3cm]0cm,0cm+2*\bcc);
\draw[red!80,line] (0cm+6*\bcc,0cm+9*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+8*\bcc);
\draw[red!80,line] (0cm+6*\bcc,0cm+7*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+7*\bcc);
\draw[red!80,line] (0cm+6*\bcc,0cm+2*\bcc) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm+1*\bcc);
\draw[red!80,line] (0cm+6*\bcc,0cm) -- ([xshift=5.6cm,yshift=0cm]0cm,0cm);
\draw[ugreen!80,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+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+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{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!20!white] (e2) at ([xshift=1em]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!20!white] (e4) at ([xshift=1em]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] (e1) at (0,0) {\scriptsize{$e(\textrm{沈阳})$}};
\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!30!white] (e3) at ([xshift=1.5em]e2.south east) {\scriptsize{$e(\textrm{广州})$}};
\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!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!20!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!20!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] (h1) at ([yshift=1.5em]e1.north west) {\scriptsize{$h(\textrm{沈阳})$}};
\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!30!white] (h3) at ([yshift=1.5em]e3.north west) {\scriptsize{$h(\textrm{广州})$}};
\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!30!white] (h5) at ([yshift=1.5em]e5.north west) {\scriptsize{$h(\textrm{机票})$}};
\foreach \x in {1,2,3,4,5}{
\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!20!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!20!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] (pos1) at ([yshift=-1.1em]e1.south) {\scriptsize{$\textrm{PE}(1)$}};
\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!30!white] (pos3) at ([yshift=-1.1em]e3.south) {\scriptsize{$\textrm{PE}(3)$}};
\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!30!white] (pos5) at ([yshift=-1.1em]e5.south) {\scriptsize{$\textrm{PE}(5)$}};
\foreach \x in {1,2,3,4,5}{
......
Chapter12/Figures/figure-calculation-of-context-vector-c.tex
......@@ -2,13 +2,13 @@
\begin{tikzpicture}
\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!20!white] (key2) at ([xshift=1em]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!20!white] (key4) at ([xshift=2em]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,fill=green!30!white] (key1) at (0,0) {\scriptsize{$h(\textrm{沈阳})$}};
\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!30!white] (key3) at ([xshift=1.5em]key2.south east) {\scriptsize{$h(\textrm{广州})$}};
\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=1.5em]key4.south east) {\scriptsize{$h(\textrm{机票})$}};
\node [anchor=west] (sep1) at ([xshift=0.3em]key3.east) {\scriptsize{$\textbf{...}$}};
......@@ -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=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] (alpha2) at ([xshift=-1em]key2.north west) {\scriptsize{$\alpha_2=.3$}};
\node [anchor=south west] (alpha3) at ([xshift=-1em]key3.north west) {\scriptsize{$\alpha_3=.1$}};
\node [anchor=south west] (alpha4) at ([xshift=-1em]key4.north west) {\scriptsize{$\alpha_i=.3$}};
\node [anchor=south west] (alpha1) at ([xshift=-1.2em]key1.north west) {\scriptsize{$\alpha_1=0.2$}};
\node [anchor=south west] (alpha2) at ([xshift=-1.2em]key2.north west) {\scriptsize{$\alpha_2=0.3$}};
\node [anchor=south west] (alpha3) at ([xshift=-1.2em]key3.north west) {\scriptsize{$\alpha_3=0.1$}};
\node [anchor=south west] (alpha4) at ([xshift=-1.2em]key4.north west) {\scriptsize{$\alpha_i=0.3$}};
\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!20!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!20!white] (key9) at ([yshift=2em]key4.north west) {\scriptsize{$h(\textrm{机票})$}};
\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!30!white] (key7) at ([yshift=2em]key2.north west) {\scriptsize{$h(\textrm{到})$}};
\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!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 [anchor=west] (sep1) at ([xshift=0.3em]key8.east) {\scriptsize{$\textbf{...}$}};
......@@ -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=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] (alpha6) at ([xshift=-1em]key7.north west) {\scriptsize{$\alpha_2=.3$}};
\node [anchor=south west] (alpha7) at ([xshift=-1em]key8.north west) {\scriptsize{$\alpha_3=.2$}};
\node [anchor=south west] (alpha8) at ([xshift=-1em]key9.north west) {\scriptsize{$\alpha_i=.3$}};
\node [anchor=south west] (alpha5) at ([xshift=-1.2em]key6.north west) {\scriptsize{$\alpha_1=0.1$}};
\node [anchor=south west] (alpha6) at ([xshift=-1.2em]key7.north west) {\scriptsize{$\alpha_2=0.3$}};
\node [anchor=south west] (alpha7) at ([xshift=-1.2em]key8.north west) {\scriptsize{$\alpha_3=0.2$}};
\node [anchor=south west] (alpha8) at ([xshift=-1.2em]key9.north west) {\scriptsize{$\alpha_i=0.3$}};
\end{scope}
\end{tikzpicture}
......
Chapter12/Figures/figure-comparison-of-the-number-of-padding-in-batch.tex
......@@ -4,7 +4,7 @@
\begin{scope}[scale=1.5]
{\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]
\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) {};
......@@ -15,7 +15,7 @@
\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,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=6.5em] (s6) at ([yshift=-0.3em]s5.south west) {};
......
Chapter12/Figures/figure-decode-of-transformer.tex
......@@ -3,14 +3,14 @@
\begin{tikzpicture}
\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] (h2) at ([xshift=1em]h1.east) {\tiny{$\mathbi{h}_2$}};
\node [rnnnode,anchor=west] (h3) at ([xshift=1em]h2.east) {\tiny{$\mathbi{h}_3$}};
\node [rnnnode,anchor=west] (h2) at ([xshift=1.5em]h1.east) {\tiny{$\mathbi{h}_2$}};
\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=west,fill=green!20] (e2) at ([xshift=1em]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] (e2) at ([xshift=1.5em]e1.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] (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$\rangle$}};
......@@ -33,14 +33,14 @@
\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] (t4) at ([xshift=1.5em]t3.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=1.8em]t3.east) {\tiny{$e_y()$}};
%\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 @@
\begin{tikzpicture}
\begin{scope}
\node [anchor=west] (w0) at (0,0) {$w_1$};
\node [anchor=west] (w1) at ([xshift=0.5em]w0.east) {$w_2$};
\node [anchor=west] (w2) at ([xshift=0.5em]w1.east) {$w_3$};
\node [anchor=west] (w3) at ([xshift=0.5em]w2.east) {$...$};
\node [anchor=west] (w4) at ([xshift=0.5em]w3.east) {$w_{m-1}$};
\node [anchor=west,fill=green!20!white] (w5) at ([xshift=0.5em]w4.east) {$w_{m}$};
\node [anchor=west] (w1) at ([xshift=1em]w0.east) {$w_2$};
\node [anchor=west] (w2) at ([xshift=1em]w1.east) {$w_3$};
\node [anchor=west] (w3) at ([xshift=1em]w2.east) {$...$};
\node [anchor=west] (w4) at ([xshift=1em]w3.east) {$w_{m-1}$};
\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] (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);
......
Chapter12/Figures/figure-dependencies-between-words-of-attention.tex
......@@ -3,11 +3,11 @@
\begin{tikzpicture}
\begin{scope}
\node [anchor=west] (w0) at (0,-2) {$w_1$};
\node [anchor=west] (w1) at ([xshift=0.5em]w0.east) {$w_2$};
\node [anchor=west] (w2) at ([xshift=0.5em]w1.east) {$w_3$};
\node [anchor=west] (w3) at ([xshift=0.5em]w2.east) {$...$};
\node [anchor=west] (w4) at ([xshift=0.5em]w3.east) {$w_{m-1}$};
\node [anchor=west,fill=green!20!white] (w5) at ([xshift=0.5em]w4.east) {$w_{m}$};
\node [anchor=west] (w1) at ([xshift=1em]w0.east) {$w_2$};
\node [anchor=west] (w2) at ([xshift=1em]w1.east) {$w_3$};
\node [anchor=west] (w3) at ([xshift=1em]w2.east) {$...$};
\node [anchor=west] (w4) at ([xshift=1em]w3.east) {$w_{m-1}$};
\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 +(110:0.75) and +(50:0.75) .. (w1.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 @@
\begin{tikzpicture}
\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]
\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] (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 [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 @@
\begin{tikzpicture}
\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!20!white] (key12) at ([xshift=0.8em]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!20!white] (key14) at ([xshift=0.8em]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] (key11) at (0,0) {\scriptsize{$h(\textrm{他})$}};
\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!30!white] (key13) at ([xshift=1.5em]key12.south east) {\scriptsize{$h(\textrm{也})$}};
\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!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{$h(\textrm{他})$}};
......
Chapter12/Figures/figure-lrate-of-transformer.tex
......@@ -4,7 +4,7 @@
\begin{tikzpicture}
\footnotesize{
\begin{axis}[
width=.60\textwidth,
width=.8\textwidth,
height=.40\textwidth,
legend style={at={(0.60,0.08)}, anchor=south west},
xlabel={\footnotesize{更新步数 (10k)}},
......
Chapter12/Figures/figure-multi-head-attention-model.tex
......@@ -2,29 +2,31 @@
\begin{tikzpicture}
\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=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,fill=ugreen!20!white,draw,inner sep=4pt] (Linear02) at ([shift={(-0.2em,-0.2em)}]Linear01.south west) {\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!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!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=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=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,fill=ugreen!20!white,draw,inner sep=4pt] (Linear12) at ([shift={(-0.2em,-0.2em)}]Linear11.south west) {\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!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!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=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=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,fill=ugreen!20!white,draw,inner sep=4pt] (Linear22) at ([shift={(-0.2em,-0.2em)}]Linear21.south west) {\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!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!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=south,draw=black!30,minimum width=12em,minimum height=2em,inner sep=4pt,fill=blue!20!white] (Scale) at ([yshift=1em]Linear1.north) {\footnotesize{}};
\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 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}};
% scaled dot-product attention
\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,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);
......
Chapter12/Figures/figure-point-product-attention-model.tex
......@@ -6,13 +6,13 @@
\begin{tikzpicture}
\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] (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=purple!20,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,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,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!25,minimum width=3.5em] (Mask) at ([yshift=0.8em]Scale3.north) {\tiny{Mask(opt.)}};
\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!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] (null) at ([yshift=0.8em]MatMul1.north) {};
......@@ -26,13 +26,13 @@
\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] (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=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] (line13) at ([yshift=0.3em]line12.south west) {\scriptsize{各个位置的相关性}};
}
......@@ -57,28 +57,28 @@
\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) {};
\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) {};
\draw [->,dotted,very thick,blue] ([yshift=1em,xshift=-2.8em]box2.west) -- ([yshift=1em,xshift=-0.1em]box2.west);
\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=-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) ;
}
{
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=red!10,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);
\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=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) {};
\draw [->,dotted,very thick,blue] ([yshift=-0.3em,xshift=-1em]box5.west) -- ([yshift=-0.3em,xshift=-0.1em]box5.west);
\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=-3em]box5.west) -- ([yshift=-0.3em,xshift=-0.1em]box5.west);
}
\end{pgfonlayer}
......
Chapter12/Figures/figure-position-of-difference-and-layer-regularization-in-the-model.tex
......@@ -4,12 +4,12 @@
\begin{tikzpicture}
\begin{scope}
\tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20];
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!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!30];
\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{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white];
\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!10!white];
\tikzstyle{standard} = [rounded corners=3pt]
\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 @@
\begin{tikzpicture}
\begin{scope}
\tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20];
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!20];
\tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!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!30];
\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{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white];
\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!10!white];
\tikzstyle{standard} = [rounded corners=3pt]
\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 @@
\begin{tikzpicture}
\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{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{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white];
\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!10!white];
\tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
Chapter12/Figures/figure-process-of-5.tex
......@@ -7,9 +7,9 @@
\node(tbq) at ([xshift=0.5em,yshift=0]atten.east){
\begin{tabular}{|c|}
\hline
\rowcolor{yellow!20} \\ \hline
\rowcolor{yellow!20} \\ \hline
\rowcolor{yellow!20} \\ \hline
\rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbq.north){$\mathbi{Q}$};
......@@ -20,9 +20,9 @@
\node(tbk) at ([xshift=1em,yshift=0]tbq.east){
\begin{tabular}{|c|}
\hline
\rowcolor{blue!20} \\ \hline
\rowcolor{blue!20} \\ \hline
\rowcolor{blue!20} \\ \hline
\rowcolor{blue!30} \\ \hline
\rowcolor{blue!30} \\ \hline
\rowcolor{blue!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbk.north){$\mathbi{K}$};
......@@ -33,9 +33,9 @@
\node(tbv) at ([xshift=1em,yshift=0]tbk.east){
\begin{tabular}{|c|}
\hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbv.north){$\mathbi{V}$};
......@@ -51,9 +51,9 @@
\node(tbq2) at ([xshift=0.5em,yshift=2em]sof1.east){
\begin{tabular}{|c|}
\hline
\rowcolor{yellow!20} \\ \hline
\rowcolor{yellow!20} \\ \hline
\rowcolor{yellow!20} \\ \hline
\rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!30} \\ \hline
\rowcolor{yellow!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbq2.north){$\mathbi{Q}$};
......@@ -66,7 +66,7 @@
\node(tbk2) at ([xshift=2em,yshift=0em]times.east){
\begin{tabular}{|l|l|l|}
\hline
\cellcolor{blue!20} & \cellcolor{blue!20} &\cellcolor{blue!20} \\ \hline
\cellcolor{blue!30} & \cellcolor{blue!30} &\cellcolor{blue!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbk2.north){$\mathbi{K}^{\mathrm{T}}$};
......@@ -78,9 +78,9 @@
\node(mask) at ([xshift=3em,yshift=-2em]tbk2.east){
\begin{tabular}{|l|l|l|}
\hline
\cellcolor{green!20} &\cellcolor{green!20} &\cellcolor{green!20} \\ \hline
\cellcolor{green!20} &\cellcolor{green!20} &\cellcolor{green!20} \\ \hline
\cellcolor{green!20} &\cellcolor{green!20} &\cellcolor{green!20} \\ \hline
\cellcolor{green!30} &\cellcolor{green!30} &\cellcolor{green!30} \\ \hline
\cellcolor{green!30} &\cellcolor{green!30} &\cellcolor{green!30} \\ \hline
\cellcolor{green!30} &\cellcolor{green!30} &\cellcolor{green!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]mask.north){$\mathbi{Mask}$};
......@@ -93,9 +93,9 @@
\node(tbv2) at ([xshift=1.2em,yshift=0]mask.east){
\begin{tabular}{|c|}
\hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbv2.north){$\mathbi{V}$};
......@@ -108,9 +108,9 @@
\node(mid) at ([xshift=1.5em,yshift=0em]sof2.east){
\begin{tabular}{|l|l|l|}
\hline
\cellcolor{pink!30} &\cellcolor{pink!30} &\cellcolor{pink!30} \\ \hline
\cellcolor{pink!30} &\cellcolor{pink!30} &\cellcolor{pink!30} \\ \hline
\cellcolor{pink!30} &\cellcolor{pink!30} &\cellcolor{pink!30} \\ \hline
\cellcolor{pink!40} &\cellcolor{pink!40} &\cellcolor{pink!40} \\ \hline
\cellcolor{pink!40} &\cellcolor{pink!40} &\cellcolor{pink!40} \\ \hline
\cellcolor{pink!40} &\cellcolor{pink!40} &\cellcolor{pink!40} \\ \hline
\end{tabular}
};
% )
......@@ -126,9 +126,9 @@
\node(tbv3) at ([xshift=0.5em,yshift=0]bra2.east){
\begin{tabular}{|c|}
\hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbv3.north){$\mathbi{V}$};
......@@ -140,9 +140,9 @@
\node(result) at ([xshift=2em,yshift=0]eq3.east){
\begin{tabular}{|l|l|l|}
\hline
\cellcolor{red!20} &\cellcolor{red!20} &\cellcolor{red!20} \\ \hline
\cellcolor{red!20}&\cellcolor{red!20} &\cellcolor{red!20} \\ \hline
\cellcolor{red!20} &\cellcolor{red!20} &\cellcolor{red!20} \\ \hline
\cellcolor{red!30} &\cellcolor{red!30} &\cellcolor{red!30} \\ \hline
\cellcolor{red!30}&\cellcolor{red!30} &\cellcolor{red!30} \\ \hline
\cellcolor{red!30} &\cellcolor{red!30} &\cellcolor{red!30} \\ \hline
\end{tabular}
};
% x
......@@ -151,9 +151,9 @@
\node(tbv4) at ([xshift=0.5em,yshift=0]times.east){
\begin{tabular}{|c|}
\hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!20} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\rowcolor{orange!30} \\ \hline
\end{tabular}
};
\node at ([xshift=0em,yshift=0.5em]tbv4.north){$\mathbi{V}$};
......
Chapter12/Figures/figure-self-att-vs-enco-deco-att.tex
\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=west](word2) at ([xshift=2.2em]word1.east) {\small \mathbi{V}};
......@@ -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=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=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 @@
\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{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{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white];
\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!10!white];
\tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
Chapter12/Figures/figure-transformer.tex
......@@ -2,12 +2,12 @@
\begin{tikzpicture}
\begin{scope}
\tikzstyle{Sanode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20];
\tikzstyle{Resnode} = [minimum height=1.1em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=yellow!20];
\tikzstyle{ffnnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!10];
\tikzstyle{outputnode} = [minimum height=1.4em,minimum width=7em,inner sep=3pt,rounded corners=1.5pt,draw,fill=blue!30];
\tikzstyle{inputnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=red!10];
\tikzstyle{posnode} = [minimum height=1.4em,minimum width=3.5em,inner sep=3pt,rounded corners=1.5pt,draw,fill=black!5!white];
\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!30];
\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!40];
\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!10!white];
\tikzstyle{standard} = [rounded corners=3pt]
\node [Sanode,anchor=west] (sa1) at (0,0) {\tiny{$\textbf{Self-Attention}$}};
......
Chapter12/chapter12.tex
......@@ -132,7 +132,7 @@
\multicolumn{1}{l|}{ConvS2S} & 25.16 & 40.46 & 1.5$\times 10^{20}$ \\
\multicolumn{1}{l|}{MoE} & 26.03 & 40.56 & 1.2$\times 10^{20}$ \\
\multicolumn{1}{l|}{Transformer (Base Model) } & 27.3 &38.1 & 3.3$\times 10^{18}$ \\
\multicolumn{1}{l|}{Transformer (Big Model)} & {\small\sffamily\bfseries{28.4}} & {\small\sffamily\bfseries{41.8}} & 2.3$\times 10^{19}$ \\
\multicolumn{1}{l|}{Transformer (Big Model)} & {\small\bfnew{28.4}} & {\small\bfnew{41.8}} & 2.3$\times 10^{19}$ \\
\end{tabular}
\end{table}
%----------------------------------------------
......@@ -158,19 +158,19 @@
\begin{itemize}
\vspace{0.5em}
\item {\small\sffamily\bfseries{自注意力子层}}\index{自注意力子层}（Self-Attention Sub-layer）\index{Self-Attention Sub-layer}：使用自注意力机制对输入的序列进行新的表示；
\item {\small\bfnew{自注意力子层}}\index{自注意力子层}（Self-Attention Sub-layer）\index{Self-Attention Sub-layer}：使用自注意力机制对输入的序列进行新的表示；
\vspace{0.5em}
\item {\small\sffamily\bfseries{前馈神经网络子层}}\index{前馈神经网络子层}（Feed-Forward Sub-layer）\index{Feed-Forward Sub-layer}：使用全连接的前馈神经网络对输入向量序列进行进一步变换；
\item {\small\bfnew{前馈神经网络子层}}\index{前馈神经网络子层}（Feed-Forward Sub-layer）\index{Feed-Forward Sub-layer}：使用全连接的前馈神经网络对输入向量序列进行进一步变换；
\vspace{0.5em}
\item {\small\sffamily\bfseries{残差连接}}（标记为“Add”）：对于自注意力子层和前馈神经网络子层，都有一个从输入直接到输出的额外连接，也就是一个跨子层的直连。残差连接可以使深层网络的信息传递更为有效；
\item {\small\bfnew{残差连接}}（标记为“Add”）：对于自注意力子层和前馈神经网络子层，都有一个从输入直接到输出的额外连接，也就是一个跨子层的直连。残差连接可以使深层网络的信息传递更为有效；
\vspace{0.5em}
\item {\small\sffamily\bfseries{层标准化}}（Layer Normalization）：自注意力子层和前馈神经网络子层进行最终输出之前，会对输出的向量进行层标准化，规范结果向量取值范围，这样易于后面进一步的处理。
\item {\small\bfnew{层标准化}}（Layer Normalization）：自注意力子层和前馈神经网络子层进行最终输出之前，会对输出的向量进行层标准化，规范结果向量取值范围，这样易于后面进一步的处理。
\vspace{0.5em}
\end{itemize}
\parinterval 以上操作就构成了Transformer的一层，各个模块执行的顺序可以简单描述为：Self-Attention $\to$ Residual Connection $\to$ Layer Normalization $\to$ Feed Forward Network $\to$ Residual Connection $\to$ Layer Normalization。编码器可以包含多个这样的层，比如，可以构建一个六层编码器，每层都执行上面的操作。最上层的结果作为整个编码的结果，会被传入解码器。
\parinterval 解码器的结构与编码器十分类似。它也是由若干层组成，每一层包含编码器中的所有结构，即：自注意力子层、前馈神经网络子层、残差连接和层标准化模块。此外，为了捕捉源语言的信息，解码器又引入了一个额外的{\small\sffamily\bfseries{编码-解码注意力子层}}\index{编码-解码注意力子层}（Encoder-Decoder Attention Sub-layer）\index{Encoder-Decoder Attention Sub-layer}。这个新的子层，可以帮助模型使用源语言句子的表示信息生成目标语言不同位置的表示。编码-解码注意力子层仍然基于自注意力机制，因此它和自注意力子层的结构是相同的，只是$\mathrm{query}$、$\mathrm{key}$、$\mathrm{value}$的定义不同。比如，在解码器端，自注意力子层的$\mathrm{query}$、$\mathrm{key}$、$\mathrm{value}$是相同的，它们都等于解码器每个位置的表示。而在编码-解码注意力子层中，$\mathrm{query}$是解码器每个位置的表示，此时$\mathrm{key}$和$\mathrm{value}$是相同的，等于编码器每个位置的表示。图\ref{fig:12-5}给出了这两种不同注意力子层输入的区别。
\parinterval 解码器的结构与编码器十分类似。它也是由若干层组成，每一层包含编码器中的所有结构，即：自注意力子层、前馈神经网络子层、残差连接和层标准化模块。此外，为了捕捉源语言的信息，解码器又引入了一个额外的{\small\bfnew{编码-解码注意力子层}}\index{编码-解码注意力子层}（Encoder-Decoder Attention Sub-layer）\index{Encoder-Decoder Attention Sub-layer}。这个新的子层，可以帮助模型使用源语言句子的表示信息生成目标语言不同位置的表示。编码-解码注意力子层仍然基于自注意力机制，因此它和自注意力子层的结构是相同的，只是$\mathrm{query}$、$\mathrm{key}$、$\mathrm{value}$的定义不同。比如，在解码器端，自注意力子层的$\mathrm{query}$、$\mathrm{key}$、$\mathrm{value}$是相同的，它们都等于解码器每个位置的表示。而在编码-解码注意力子层中，$\mathrm{query}$是解码器每个位置的表示，此时$\mathrm{key}$和$\mathrm{value}$是相同的，等于编码器每个位置的表示。图\ref{fig:12-5}给出了这两种不同注意力子层输入的区别。
%----------------------------------------------
\begin{figure}[htp]
......@@ -319,7 +319,7 @@
\subsection{多头注意力机制}
\parinterval Transformer中使用的另一项重要技术是{\small\sffamily\bfseries{多头注意力机制}}\index{多头注意力机制}（Multi-head Attention）\index{Multi-head Attention}。“多头”可以理解成将原来的$\mathbi{Q}$、$\mathbi{K}$、$\mathbi{V}$按照隐层维度平均切分成多份。假设切分$h$份，那么最终会得到$\mathbi{Q} = \{ \mathbi{Q}_1,...,\mathbi{Q}_h \}$，$\mathbi{K}=\{ \mathbi{K}_1,...,\mathbi{K}_h \}$，$\mathbi{V}=\{ \mathbi{V}_1,...,\mathbi{V}_h \}$。多头注意力就是用每一个切分得到的$\mathbi{Q}$，$\mathbi{K}$，$\mathbi{V}$独立的进行注意力计算，即第$i$个头的注意力计算结果$\mathbi{head}_i = \textrm{Attention}(\mathbi{Q}_i,\mathbi{K}_i, \mathbi{V}_i)$。
\parinterval Transformer中使用的另一项重要技术是{\small\bfnew{多头注意力机制}}\index{多头注意力机制}（Multi-head Attention）\index{Multi-head Attention}。“多头”可以理解成将原来的$\mathbi{Q}$、$\mathbi{K}$、$\mathbi{V}$按照隐层维度平均切分成多份。假设切分$h$份，那么最终会得到$\mathbi{Q} = \{ \mathbi{Q}_1,...,\mathbi{Q}_h \}$，$\mathbi{K}=\{ \mathbi{K}_1,...,\mathbi{K}_h \}$，$\mathbi{V}=\{ \mathbi{V}_1,...,\mathbi{V}_h \}$。多头注意力就是用每一个切分得到的$\mathbi{Q}$，$\mathbi{K}$，$\mathbi{V}$独立的进行注意力计算，即第$i$个头的注意力计算结果$\mathbi{head}_i = \textrm{Attention}(\mathbi{Q}_i,\mathbi{K}_i, \mathbi{V}_i)$。
\parinterval 下面根据图\ref{fig:12-12}详细介绍多头注意力的计算过程：
......
Chapter14/Figures/figure-3vs.tex
......@@ -38,7 +38,7 @@
\draw [->,thick]([yshift=-1.2em]eos.south) to (eos.south);
\end{scope}
\begin{scope}[yshift=-1.55in]
\begin{scope}[yshift=-1.45in]
\node (encoder) at (0,0) {来自编码器的信息};
\node (aa)[decoder,anchor=east] at ([xshift=5.5cm]encoder.east) {};
\node (y1y2b)[rectangle,anchor=south,inner sep=0.25em,densely dashed,draw] at ([yshift=-2.6em]aa.south) {$y_1\;y_2$};
......@@ -66,13 +66,13 @@
\draw [->,thick]([yshift=-1.4em]eos.south) to ([yshift=-0.05em]eos.south);
\end{scope}
\begin{scope}[yshift=-3.1in]
\begin{scope}[yshift=-2.9in]
\node (encoder) at (0,0) {来自编码器的信息};
\node (aa)[decoder,anchor=east] at ([xshift=5.5cm]encoder.east) {非自回归解码器};
%\node (encoder)[decoder,anchor=west,fill=red!20] at ([xshift=-2cm]aa.west) {编码器};
\draw [->,thick](encoder.east) to (aa.west);
\node (label)[anchor=south] at ([xshift=-4em,yshift=-4.3em]aa.south) {\small{(c) 非自回归解码}};
\node (label)[anchor=south] at ([xshift=-4em,yshift=-2.3em]aa.south) {\small{(c) 非自回归解码}};
\node (y2a)[anchor=north] at ([xshift=-1.5em,yshift=2.5em]aa.north) {$y_2$};
\node (y1a)[anchor=east] at ([xshift=-3em]y2a.east) {$y_1$};
......
Chapter17/Figures/figure-multiencoder.tex
......@@ -6,7 +6,7 @@
\tikzstyle{every node}=[scale=0.7]
\node(encoder_c)[coder]{\large{编码器}};
\node(encoder_s)[coder, right of = encoder_c, xshift=3.5cm, fill=red!30]{\large{编码器}};
\node(h_pre)[above of = encoder_c, yshift=1.3cm,scale=1.3]{${\mathbi{h}}_{\rm pre}$};
\node(h_pre)[above of = encoder_c, yshift=1.3cm,scale=1.3]{${\mathbi{h}}^{\rm pre}$};
\node(h)[above of = encoder_s, yshift=1.3cm,scale=1.3]{$\mathbi{h}$};
\node(cir)[circle,very thick, right of = h, draw=black!90,minimum width=0.5cm,xshift=1.1cm]{};
\draw[-,very thick,draw=black!90]([xshift=0.04cm]cir.west)--([xshift=-0.04cm]cir.east);
......
Chapter17/chapter17.tex
......@@ -546,7 +546,7 @@
\subsubsection{2. 多编码器结构}
\parinterval 另一种思路是对传统的编码器-解码器框架进行更改，引入额外的编码器来对上下文句子进行编码，该结构被称为多编码器结构\upcite{DBLP:conf/acl/LiLWJXZLL20,DBLP:conf/discomt/SugiyamaY19}。这种结构最早被应用在基于循环神经网络的篇章级翻译模型中\upcite{DBLP:journals/corr/JeanLFC17,DBLP:conf/coling/KuangX18,DBLP:conf/naacl/BawdenSBH18,DBLP:conf/pacling/YamagishiK19}，后期证明在Transformer模型上同样适用\upcite{DBLP:journals/corr/abs-1805-10163,DBLP:conf/emnlp/ZhangLSZXZL18}。图\ref{fig:17-18}展示了一个基于Transformer模型的多编码器结构，基于源语言当前待翻译句子的编码表示$\mathbi{h}$和上下文句子的编码表示$\mathbi{h}^{\textrm pre}$，模型首先通过注意力机制提取上下文信息$\mathbi{d}$：
\parinterval 另一种思路是对传统的编码器-解码器框架进行更改，引入额外的编码器来对上下文句子进行编码，该结构被称为多编码器结构\upcite{DBLP:conf/acl/LiLWJXZLL20,DBLP:conf/discomt/SugiyamaY19}。这种结构最早被应用在基于循环神经网络的篇章级翻译模型中\upcite{DBLP:journals/corr/JeanLFC17,DBLP:conf/coling/KuangX18,DBLP:conf/naacl/BawdenSBH18,DBLP:conf/pacling/YamagishiK19}，后期证明在Transformer模型上同样适用\upcite{DBLP:journals/corr/abs-1805-10163,DBLP:conf/emnlp/ZhangLSZXZL18}。图\ref{fig:17-18}展示了一个基于Transformer模型的多编码器结构，基于源语言当前待翻译句子的编码表示$\mathbi{h}$和上下文句子的编码表示$\mathbi{h}^{\textrm pre}$，模型首先通过注意力机制提取句子间上下文信息$\mathbi{d}$：
\begin{eqnarray}
\mathbi{d}&=&\textrm{Attention}(\mathbi{h},\mathbi{h}^{\textrm pre},\mathbi{h}^{\textrm pre})
\label{eq:17-3-3}
......@@ -604,7 +604,7 @@
\noindent 之后，分别计算词级和句子级注意力模型。需要注意的是句子级注意力添加了一个前馈全连接网络子层FFN。其具体计算方式如下：
\begin{eqnarray}
\mathbi{s}^k&=&\textrm{WordAttention}(\mathbi{q}_{w},\mathbi{h}^{k},\mathbi{h}^{k})
\mathbi{s}^k&=&\textrm{WordAttention}(\mathbi{q}_{w},\mathbi{h}^{\textrm {pre}k},\mathbi{h}^{\textrm{pre}k})
\label{eq:17-3-7}\\
\mathbi{d}_t&=&\textrm{FFN}(\textrm{SentAttention}(\mathbi{q}_{s},\mathbi{s},\mathbi{s}))
\label{eq:17-3-9}
......
Chapter9/Figures/figure-activate-2.tex 0 → 100644
%%%------------------------------------------------------------------------------------------------------------
\begin{tikzpicture}
\tikzstyle{every node}=[scale=1.2]
\begin{scope}
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.2)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize,,scale=0.8]at(\x,0.1){\x};}
\node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.1){0};
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize,,scale=0.8]at(0.1,\y){\y};}
\draw[color=red ,domain=-1.4:1.2, line width=1pt]plot(\x,{max(\x,0)});
\node[black,anchor=south,scale=0.8] at (0,1.6) {\small $y =\max (0, x)$};
\node [anchor=south east,inner sep=1pt,scale=0.8] (labeld) at (0.8,-2) {\small{(a) ReLU}};
\end{scope}
%%%------------------------------------------------------------------------------------------------------------
\begin{scope}[xshift=1.7in]
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.2)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(\x,0.1){\x};}
\node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.1){0};
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,\y){};}
\node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.5){0.5};
\node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,1.1){1.0};
\draw[color=red ,domain=-1.4:1.4, line width=1pt]plot(\x,{exp(-1*((\x)^2))});
\node[black,anchor=south,scale=0.8] at (0,1.6) {\small $y ={\textrm e}^{-x^2}$};
\node [anchor=south east,inner sep=1pt,scale=0.8] (labele) at (0.8,-2) {\small{(b) Gaussian}};
\end{scope}
%%%------------------------------------------------------------------------------------------------------------
\begin{scope}[xshift=3.4in]
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.2)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(\x,0.1){\x};}
\node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.1){0};
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,\y){\y};}
\draw[color=red ,domain=-1:1, line width=1pt]plot(\x,\x);
\node[black,anchor=south,scale=0.8] at (0,1.6) {\small $y =x$};
\node [anchor=south east,inner sep=1pt,scale=0.8] (labelf) at (0.8,-2) {\small{(c) Identity}};
\end{scope}
\end{tikzpicture}
%%%------------------------------------------------------------------------------------------------------------
\ No newline at end of file
Chapter9/Figures/figure-activate.tex
%%%------------------------------------------------------------------------------------------------------------
\begin{tikzpicture}
\tikzstyle{every node}=[scale=1.2]
\begin{scope}
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.4)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.0,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize]at(\x,0){\x};}
\foreach \y in {1.0,0.5}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize]at(0,\y){\y};}
\draw[color=red ,domain=-1.4:1, line width=1pt]plot(\x,{ln(1+(exp(\x))});
\node[black,anchor=south] at (0,1.6) {\small $y = \ln(1+{\textrm e}^x)$};
\node [anchor=south east,inner sep=1pt] (labela) at (0.8,-2) {\small{(a) Softplus}};
\draw[->, line width=1pt](0,-1.2)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(\x,0.1){\x};}
\node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.1){0};
\foreach \y in {1.0,0.5}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,\y){};}
\node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.4){0.5};
\node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,1.0){1.0};
\draw[color=red ,domain=-1.4:1.0, line width=1pt]plot(\x,{ln(1+(exp(\x))});
\node[black,anchor=south,scale=0.8] at (0,1.5) {\small $y = \ln(1+{\textrm e}^x)$};
\node [anchor=south east,inner sep=1pt,scale=0.8] (labela) at (0.8,-2) {\small{(a) Softplus}};
\end{scope}
%%%------------------------------------------------------------------------------------------------------------
\begin{scope}[xshift=1.7in]
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.4)--(0,1.4)node[right,font=\scriptsize]{$y$};
\draw[->, line width=1pt](0,-1.2)--(0,1.4)node[right,font=\scriptsize,scale=0.8]{$y$};
\draw[dashed](0,1)--(1.4,1);
\foreach \x in {-1,-0.5,0,0.5,1}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize]at(\x,0){
\foreach \x in {-1,-0.5,0.5,1}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(\x,0.1){
\pgfmathparse{(\x)*5}
\pgfmathresult};}
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize]at(-0.15,\y){\y};}
\node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.1){0};
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,\y){\y};}
\draw[color=red,domain=-1.4:1.4, line width=1pt]plot(\x,{1/(1+(exp(-5*\x)))});
\node[black,anchor=south] at (0,1.6) {\small $y = \frac{1}{1+{\textrm e}^{-x}}$};
\node [anchor=south east,inner sep=1pt] (labelb) at (0.8,-2) {\small{(b) Sigmoid}};
\node[black,anchor=south,scale=0.8] at (0,1.5) {\small $y = \frac{1}{1+{\textrm {e}}^{-x}}$};
\node [anchor=south east,inner sep=1pt,scale=0.8] (labelb) at (0.8,-2) {\small{(b) Sigmoid}};
\end{scope}
%%%------------------------------------------------------------------------------------------------------------
\begin{scope}[xshift=3.4in]
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.4)--(0,1.4)node[right,font=\scriptsize]{$y$};
\draw[->, line width=1pt](0,-1.4)--(0,1.2)node[right,font=\scriptsize]{$y$};
\draw[dashed](0,1)--(1.4,1);
\draw[dashed](-1.4,-1)--(0,-1);
\foreach \x in {-1.0,-0.5,0.0,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize]at(\x,0){\x};}
\foreach \y in {,-1.0-0.5,0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize]at(0,\y){\y};}
\foreach \x in {-1.0,-0.5,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(\x,0.1){\x};}
\node[below,outer sep=2pt,font=\scriptsize,scale=0.8]at(0.1,0.1){0};
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize,scale=0.8]at(0,\y){\y};}
\draw[color=red ,domain=-1.4:1.4, line width=1pt]plot(\x,{tanh(\x)});
\node[black,anchor=south] at (0,1.6) {\small $y = \frac{{\textrm e}^{x}-{\textrm e}^{-x}}{{e}^{x}+e^{-x}}$};
\node [anchor=south east,inner sep=1pt] (labelc) at (0.8,-2) {\small{(c) Tanh}};
\end{scope}
%%%------------------------------------------------------------------------------------------------------------
\begin{scope}[yshift=-1.8in]
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.4)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.0,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize]at(\x,0){\x};}
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize]at(0,\y){\y};}
\draw[color=red ,domain=-1.4:1.4, line width=1pt]plot(\x,{max(\x,0)});
\node[black,anchor=south] at (0,1.6) {\small $y =\max (0, x)$};
\node [anchor=south east,inner sep=1pt] (labeld) at (0.8,-2) {\small{(d) ReLU}};
\end{scope}
%%%------------------------------------------------------------------------------------------------------------
\begin{scope}[yshift=-1.8in,xshift=1.7in]
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.4)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.0,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize]at(\x,0){\x};}
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize]at(-0.15,\y){\y};}
\draw[color=red ,domain=-1.4:1.4, line width=1pt]plot(\x,{exp(-1*((\x)^2))});
\node[black,anchor=south] at (0,1.6) {\small $y =e^{-x^2}$};
\node [anchor=south east,inner sep=1pt] (labele) at (0.8,-2) {\small{(e) Gaussian}};
\end{scope}
%%%------------------------------------------------------------------------------------------------------------
\begin{scope}[yshift=-1.8in,xshift=3.4in]
\draw[->, line width=1pt](-1.4,0)--(1.4,0)node[left,below,font=\scriptsize]{$x$};
\draw[->, line width=1pt](0,-1.4)--(0,1.4)node[right,font=\scriptsize]{$y$};
\foreach \x in {-1.0,-0.5,0.0,0.5,1.0}{\draw(\x,0)--(\x,0.05)node[below,outer sep=2pt,font=\scriptsize]at(\x,0){\x};}
\foreach \y in {0.5,1.0}{\draw(0,\y)--(0.05,\y)node[left,outer sep=2pt,font=\scriptsize]at(0,\y){\y};}
\draw[color=red ,domain=-1:1, line width=1pt]plot(\x,\x);
\node[black,anchor=south] at (0,1.6) {\small $y =x$};
\node [anchor=south east,inner sep=1pt] (labelf) at (0.8,-2) {\small{(f) Identity}};
\node[black,anchor=south,scale=0.8] at (0,1.5) {\small $y = \frac{{\textrm e}^{x}-{\textrm e}^{-x}}{\textrm{e}^{x}+{\textrm e}^{-x}}$};
\node [anchor=south east,inner sep=1pt,scale=0.8] (labelc) at (0.8,-2) {\small{(c) Tanh}};
\end{scope}
\end{tikzpicture}
%%%------------------------------------------------------------------------------------------------------------
\ No newline at end of file
Markdown 格式
0% 或
您添加了 0 人 到此讨论。请谨慎行事。
请先完成此评论的编辑！
请 注册 或者 后发表评论