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wording (sec 13)

parent 683c09da
正在显示 包含 70 行增加 和 61 行删除
Chapter13/Figures/figure-a-predefined-course-planning.tex
\begin{tikzpicture} \begin{tikzpicture}
\tikzstyle{node1}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=ugreen!10!blue!10] \tikzstyle{node1}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=blue!10]
\tikzstyle{node2}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=ugreen!20!blue!20] \tikzstyle{node2}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=blue!25]
\tikzstyle{node3}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=ugreen!30!blue!30] \tikzstyle{node3}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=blue!40]
\tikzstyle{node4}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=ugreen!40!blue!40] \tikzstyle{node4}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=blue!55]
\tikzstyle{node5}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=ugreen!50!blue!50] \tikzstyle{node5}=[inner sep=0mm,minimum height=1.5em,minimum width=3em,fill=blue!70]
\begin{scope} \begin{scope}
\foreach \i / \j / \z in \foreach \i / \j / \z in
...@@ -27,7 +27,7 @@ ...@@ -27,7 +27,7 @@
\node[anchor=north west] (y1) at ([xshift=14.5em,yshift=-1.3em]n00.south west) {训练时长}; \node[anchor=north west] (y1) at ([xshift=14.5em,yshift=-1.3em]n00.south west) {训练时长};
\node[anchor=west,font=\small] (t1) at ([xshift=0.5em,yshift=0em]n52.east) {$\cdots$}; \node[anchor=west,font=\small] (t1) at ([xshift=0.5em,yshift=0em]n52.east) {$\cdots$};
\node[anchor=west,node1,minimum width=0.5em] (c1) at ([xshift=3em,yshift=-2.5em]t1.east) {}; \node[anchor=west,node1,minimum width=0.5em] (c1) at ([xshift=5em,yshift=0em]n50.east) {};
\node[anchor=south,node2,minimum width=0.5em] (c2) at ([xshift=0em,yshift=0em]c1.north) {}; \node[anchor=south,node2,minimum width=0.5em] (c2) at ([xshift=0em,yshift=0em]c1.north) {};
\node[anchor=south,node3,minimum width=0.5em] (c3) at ([xshift=0em,yshift=0em]c2.north) {}; \node[anchor=south,node3,minimum width=0.5em] (c3) at ([xshift=0em,yshift=0em]c2.north) {};
\node[anchor=south,node4,minimum width=0.5em] (c4) at ([xshift=0em,yshift=0em]c3.north) {}; \node[anchor=south,node4,minimum width=0.5em] (c4) at ([xshift=0em,yshift=0em]c3.north) {};
......
Chapter13/Figures/figure-computation-of-dropout.tex
...@@ -18,10 +18,10 @@ ...@@ -18,10 +18,10 @@
\node [] (standard) at ([xshift=-1em]neuron_z.west) {\scriptsize{$\mathbf{w}_{i}^{l}$}}; \node [] (standard) at ([xshift=-1em]neuron_z.west) {\scriptsize{$\mathbf{w}_{i}^{l}$}};
\node [] (standard) at ([xshift=0.6em,yshift=0.3em]neuron_z.east) {\scriptsize{$f$}}; \node [] (standard) at ([xshift=0.6em,yshift=0.3em]neuron_z.east) {\scriptsize{$f$}};
\draw [->,line width=0.3mm] (neuron_b.east) -- (neuron_z.west); \draw [->,line width=0.3mm] (neuron_b.east) -- (neuron_z.130);
\draw [->,line width=0.3mm] (neuron_y3.east) -- (neuron_z.west); \draw [->,line width=0.3mm] (neuron_y3.east) -- (neuron_z.170);
\draw [->,line width=0.3mm] (neuron_y2.east) -- (neuron_z.west); \draw [->,line width=0.3mm] (neuron_y2.east) -- (neuron_z.190);
\draw [->,line width=0.3mm] (neuron_y1.east) -- (neuron_z.west); \draw [->,line width=0.3mm] (neuron_y1.east) -- (neuron_z.230);
\draw [->,line width=0.3mm] (neuron_z.east) -- (neuron_y'.west); \draw [->,line width=0.3mm] (neuron_z.east) -- (neuron_y'.west);
%dropout %dropout
...@@ -44,10 +44,10 @@ ...@@ -44,10 +44,10 @@
\node [] (standard) at ([xshift=-1em]drop_neuron_z.west) {\scriptsize{$\mathbf{w}_{i}^{l}$}}; \node [] (standard) at ([xshift=-1em]drop_neuron_z.west) {\scriptsize{$\mathbf{w}_{i}^{l}$}};
\node [] (standard) at ([xshift=0.6em,yshift=0.3em]drop_neuron_z.east) {\scriptsize{$f$}}; \node [] (standard) at ([xshift=0.6em,yshift=0.3em]drop_neuron_z.east) {\scriptsize{$f$}};
%structure %structure
\draw [->,line width=0.3mm] (drop_neuron_b.east) -- (drop_neuron_z.west); \draw [->,line width=0.3mm] (drop_neuron_b.east) -- (drop_neuron_z.130);
\draw [->,line width=0.3mm] (drop_neuron_y3'.east) -- (drop_neuron_z.west); \draw [->,line width=0.3mm] (drop_neuron_y3'.east) -- (drop_neuron_z.170);
\draw [->,line width=0.3mm] (drop_neuron_y2'.east) -- (drop_neuron_z.west); \draw [->,line width=0.3mm] (drop_neuron_y2'.east) -- (drop_neuron_z.190);
\draw [->,line width=0.3mm] (drop_neuron_y1'.east) -- (drop_neuron_z.west); \draw [->,line width=0.3mm] (drop_neuron_y1'.east) -- (drop_neuron_z.230);
\draw [->,line width=0.3mm] (drop_neuron_z.east) -- (drop_neuron_y'.west); \draw [->,line width=0.3mm] (drop_neuron_z.east) -- (drop_neuron_y'.west);
%r %r
\draw [->,line width=0.3mm] (drop_neuron_y3.east) -- (drop_neuron_y3'.west); \draw [->,line width=0.3mm] (drop_neuron_y3.east) -- (drop_neuron_y3'.west);
......
Chapter13/Figures/figure-curriculum-learning-framework.tex
\begin{tikzpicture} \begin{tikzpicture}
\tikzstyle{node}=[inner sep=0mm,minimum height=3em,minimum width=6em,rounded corners=5pt] \tikzstyle{node}=[inner sep=0mm, draw,thick,minimum height=3em,minimum width=6em,rounded corners=5pt]
\node[anchor=west,node,fill=ugreen!15] (n1) at (0,0) {训练集}; \node[anchor=west,node,fill=ugreen!15] (n1) at (0,0) {训练集};
......
Chapter13/Figures/figure-ensemble-knowledge-distillation.tex
...@@ -6,30 +6,30 @@ ...@@ -6,30 +6,30 @@
\setlength{\YShift}{0.8\base} \setlength{\YShift}{0.8\base}
\setlength{\XShift}{0.8\base} \setlength{\XShift}{0.8\base}
\tikzstyle{modelnode} = [rectangle,draw,rounded corners=2pt,inner sep=0pt,minimum height=4.5em,minimum width=2em,font=\small,anchor=north] \tikzstyle{modelnode} = [rectangle,draw,thick,rounded corners=2pt,inner sep=2pt,minimum height=4.5em,minimum width=2em,font=\small,anchor=north]
\coordinate (stu01) at (0,0); \coordinate (stu01) at (0,0);
\coordinate (stu02) at ([xshift=3em]stu01); \coordinate (stu02) at ([xshift=4em]stu01);
\coordinate (stu03) at ([xshift=3em]stu02); \coordinate (stu03) at ([xshift=4em]stu02);
\coordinate (stu04) at ([xshift=3em]stu03); \coordinate (stu04) at ([xshift=4em]stu03);
\coordinate (stu05) at ([xshift=3em]stu04); \coordinate (stu05) at ([xshift=4em]stu04);
\coordinate (tea01) at ([xshift=8em]stu05); \coordinate (tea01) at ([xshift=10em]stu05);
\coordinate (tea02) at ([xshift=3em]tea01); \coordinate (tea02) at ([xshift=4em]tea01);
% iterations % iterations
\foreach \curr / \prev in {1/0,2/1,3/2} \foreach \curr / \prev in {1/0,2/1,3/2}
{ {
% models % models
\node[modelnode,fill=yellow!20] (stu\curr1) at ([yshift=-2em]stu\prev1.south) {\rotatebox{90}{学生模型 $1$}}; \node[modelnode,fill=yellow!20] (stu\curr1) at ([yshift=-3em]stu\prev1.south) {\rotatebox{90}{学生模型 $1$}};
\node[modelnode,fill=yellow!20] (stu\curr2) at ([yshift=-2em]stu\prev2.south) {\rotatebox{90}{学生模型 $2$}}; \node[modelnode,fill=yellow!20] (stu\curr2) at ([yshift=-3em]stu\prev2.south) {\rotatebox{90}{学生模型 $2$}};
\node[modelnode,fill=yellow!20] (stu\curr3) at ([yshift=-2em]stu\prev3.south) {\rotatebox{90}{学生模型 $3$}}; \node[modelnode,fill=yellow!20] (stu\curr3) at ([yshift=-3em]stu\prev3.south) {\rotatebox{90}{学生模型 $3$}};
\node[modelnode,fill=yellow!20] (stu\curr4) at ([yshift=-2em]stu\prev4.south) {\rotatebox{90}{学生模型 $4$}}; \node[modelnode,fill=yellow!20] (stu\curr4) at ([yshift=-3em]stu\prev4.south) {\rotatebox{90}{学生模型 $4$}};
\node[modelnode,fill=yellow!20] (stu\curr5) at ([yshift=-2em]stu\prev5.south) {\rotatebox{90}{学生模型 $5$}}; \node[modelnode,fill=yellow!20] (stu\curr5) at ([yshift=-3em]stu\prev5.south) {\rotatebox{90}{学生模型 $5$}};
\node[modelnode] (tea\curr1) at ([yshift=-2em]tea\prev1.south) {\rotatebox{90}{\color{red!60} 教师模型 $1$}}; \node[modelnode] (tea\curr1) at ([yshift=-3em]tea\prev1.south) {\rotatebox{90}{\color{red!60} 教师模型 $1$}};
\node[modelnode] (tea\curr2) at ([yshift=-2em]tea\prev2.south) {\rotatebox{90}{\color{blue!60} 教师模型 $2$}}; \node[modelnode] (tea\curr2) at ([yshift=-3em]tea\prev2.south) {\rotatebox{90}{\color{blue!60} 教师模型 $2$}};
% 集成 labels % 集成 labels
\draw[-latex'] ([xshift=2pt]stu\curr5.east) to node [auto] {\small 集成} ([xshift=-2pt]tea\curr1.west); \draw[->,very thick] ([xshift=2pt]stu\curr5.east) to node [auto] {\small 集成} ([xshift=-2pt]tea\curr1.west);
} }
% iteration labels % iteration labels
...@@ -37,8 +37,8 @@ ...@@ -37,8 +37,8 @@
\node[font=\small,anchor=east,purple!80] (iterate2) at ([xshift=-1em]stu31.west) {\rotatebox{90}{轮数 $2$}}; \node[font=\small,anchor=east,purple!80] (iterate2) at ([xshift=-1em]stu31.west) {\rotatebox{90}{轮数 $2$}};
% distillation labels % distillation labels
\node[font=\small,anchor=south west] (distill1) at ([yshift=0.8em]iterate1.north west) {知识蒸馏}; \node[font=\small,anchor=south west] (distill1) at ([yshift=1.2em]iterate1.north west) {知识蒸馏};
\node[font=\small,anchor=south west] (distill2) at ([yshift=0.8em]iterate2.north west) {知识蒸馏}; \node[font=\small,anchor=south west] (distill2) at ([yshift=1.2em]iterate2.north west) {知识蒸馏};
% 学生模型 groups % 学生模型 groups
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
...@@ -50,10 +50,10 @@ ...@@ -50,10 +50,10 @@
\end{pgfonlayer} \end{pgfonlayer}
% distillation % distillation
\draw[-latex',red!60,very thick] (tea11.south) .. controls +(south:1.5em) and +(north:2em) .. (group21.north); \draw[-latex',red!60,very thick] (tea11.south) .. controls +(south:1.5em) and +(north:3em) .. (group21.north);
\draw[-latex',blue!60,very thick] (tea12.south) .. controls +(south:2em) and +(north:1.5em) .. (group22.north); \draw[-latex',blue!60,very thick] (tea12.south) .. controls +(south:2em) and +(north:2em) .. (group22.north);
\draw[-latex',red!60,very thick] (tea21.south) .. controls +(south:2em) and +(north:2.5em) .. (group32.north); \draw[-latex',red!60,very thick] (tea21.south) .. controls +(south:2em) and +(north:2.5em) .. (group32.north);
\draw[-latex',blue!60,very thick] (tea22.south) .. controls +(south:2em) and +(north:1.5em) .. (group31.north); \draw[-latex',blue!60,very thick] (tea22.south) .. controls +(south:2em) and +(north:3em) .. (group31.north);
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
Chapter13/Figures/figure-exposure-bias.tex
...@@ -8,8 +8,8 @@ ...@@ -8,8 +8,8 @@
\begin{scope}[] \begin{scope}[]
\tikzstyle{rnnnode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=red!15] \tikzstyle{rnnnode} = [draw,thick,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=red!15]
\tikzstyle{snode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=blue!15] \tikzstyle{snode} = [draw,thick,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=blue!15]
\tikzstyle{ynode} = [inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt] \tikzstyle{ynode} = [inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt]
...@@ -122,8 +122,8 @@ ...@@ -122,8 +122,8 @@
\begin{scope}[yshift=-2in] \begin{scope}[yshift=-2in]
\tikzstyle{rnnnode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=red!15] \tikzstyle{rnnnode} = [draw,thick,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=red!15]
\tikzstyle{snode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=blue!15] \tikzstyle{snode} = [draw,thick,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=blue!15]
\tikzstyle{ynode} = [inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt] \tikzstyle{ynode} = [inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt]
...@@ -166,8 +166,8 @@ ...@@ -166,8 +166,8 @@
\draw [->,thick,dotted] ([xshift=-2.5em,yshift=1em]n11.north) .. controls +(south:2em) and +(west:0.1em) .. ([xshift=0.2em,yshift=0em]n11.west); \draw [->,thick,dotted] ([xshift=-2.5em,yshift=1em]n11.north) .. controls +(south:2em) and +(west:0.1em) .. ([xshift=0.2em,yshift=0em]n11.west);
\draw [->,thick,dotted] ([xshift=0em,yshift=0em]n14.east) .. controls +(east:0.3em) and +(north:2em) .. ([xshift=2.5em,yshift=-0.5em]n14.south); \draw [->,thick,dotted] ([xshift=0em,yshift=0em]n14.east) .. controls +(east:0.3em) and +(north:1.5em) .. ([xshift=2.5em,yshift=-0.5em]n14.south);
\draw [->,thick,dotted] ([xshift=0em,yshift=0em]n6.east) .. controls ([xshift=2em,yshift=1em]n6.east) and ([xshift=-2em,yshift=-2em]n4.south west) .. ([xshift=0.2em,yshift=-0em]n12.west); \draw [->,thick,dotted] ([xshift=0em,yshift=0em]n6.east) .. controls +(east:2em) and +(west:2em) .. ([xshift=0.2em,yshift=-0em]n12.west);
\draw [->,thick] ([xshift=-0em,yshift=0em]n11.north)--([xshift=-0em,yshift=0em]n3.south); \draw [->,thick] ([xshift=-0em,yshift=0em]n11.north)--([xshift=-0em,yshift=0em]n3.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n12.north)--([xshift=-0em,yshift=-0em]n4.south); \draw [->,thick] ([xshift=0em,yshift=0em]n12.north)--([xshift=-0em,yshift=-0em]n4.south);
......
Chapter13/Figures/figure-framework-of-Adversarial-Neural-machine-translation.tex
...@@ -9,9 +9,9 @@ ...@@ -9,9 +9,9 @@
\node [anchor=west,wode] (n1) at (0,0) {$y$}; \node [anchor=west,wode] (n1) at (0,0) {$y$};
\node [anchor=north west,wode] (n2) at ([xshift=3em,yshift=-2.5em]n1.south east) {$x$}; \node [anchor=north west,wode] (n2) at ([xshift=3em,yshift=-2.5em]n1.south east) {$x$};
\node [anchor=south west,rnnnode] (n3) at ([xshift=8em,yshift=0.5em]n2.north east) {生成模型$G$}; \node [anchor=south west,rnnnode,thick] (n3) at ([xshift=8em,yshift=0.5em]n2.north east) {生成模型$G$};
\node [anchor=south east,wode] (n4) at ([xshift=-2em,yshift=0em]n3.north west) {$\hat{y}$}; \node [anchor=south east,wode] (n4) at ([xshift=-2em,yshift=0em]n3.north west) {$\hat{y}$};
\node [anchor=south,snode] (n5) at ([xshift=0em,yshift=6em]n2.north) {判别网络$D$}; \node [anchor=south,snode,thick] (n5) at ([xshift=0em,yshift=6em]n2.north) {判别网络$D$};
\node [anchor=west,align=left,font=\small] (n6) at ([xshift=15em,yshift=-3em]n5.east) {根据$(\seq{x},\seq{\hat{y}})$生\\成奖励信号}; \node [anchor=west,align=left,font=\small] (n6) at ([xshift=15em,yshift=-3em]n5.east) {根据$(\seq{x},\seq{\hat{y}})$生\\成奖励信号};
......
Chapter13/Figures/figure-label-smoothing.tex
...@@ -55,18 +55,18 @@ ...@@ -55,18 +55,18 @@
\node [anchor=south,font=\scriptsize] (w8) at (label7.north) {$0.1$}; \node [anchor=south,font=\scriptsize] (w8) at (label7.north) {$0.1$};
\node[font=\scriptsize] (line1) at ([xshift=9em,yshift=-1.5em]model_label7.east) {$Loss =-0.3 \log p_{3}-\sum_{i=1}^{7} 0.1 \log p_{i}$}; \node[font=\scriptsize] (line1) at ([xshift=13em,yshift=-1.5em]model_label7.east) {$Loss =-0.3 \log p_{3}-\sum_{i=1}^{7} 0.1 \log p_{i}$};
\node[font=\scriptsize] (line2) at ([xshift=5.9em,yshift=3em]model_label7.east) {$Loss =-\log p_{3}$}; \node[font=\scriptsize] (line2) at ([xshift=9.5em,yshift=3em]model_label7.east) {$Loss =-\log p_{3}$};
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
\node [rectangle,inner sep=0.5em,rounded corners=1pt,very thick,dotted,draw=red] [fit =(model_w3) (model_label1) (model_label7) (one_hot_w3)] (box1) {}; \node [rectangle,inner sep=0.5em,rounded corners=1pt,very thick,dotted,draw=red] [fit =(model_w3) (model_label1) (model_label7) (one_hot_w3)] (box1) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=purple!10,drop shadow,draw=purple] [fit = (line2)] (box3) {}; \node [rectangle,thick,inner sep=0.2em,rounded corners=1pt,fill=purple!10,drop shadow,draw=purple] [fit = (line2)] (box3) {};
\draw [->,dotted,very thick,red] ([yshift=1em]box1.east) .. controls +(east:1) and +(west:1) .. (box3.west); \draw [->,dotted,very thick,red] ([yshift=2em]box1.east) .. controls +(east:1.7) and +(west:1.5) .. (box3.west);
\node [rectangle,inner sep=0.7em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit =(w3) (label1) (label7) (model_w3)] (box2) {}; \node [rectangle,inner sep=0.7em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit =(w3) (label1) (label7) (model_w3)] (box2) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=green!10,drop shadow,draw=ugreen] [fit = (line1)] (box4) {}; \node [rectangle,thick,inner sep=0.2em,rounded corners=1pt,fill=green!10,drop shadow,draw=ugreen] [fit = (line1)] (box4) {};
\draw [->,dotted,very thick,ugreen] ([yshift=-1.5em]box2.east) .. controls +(east:1) and +(west:1) .. (box4.west); \draw [->,dotted,very thick,ugreen] ([yshift=-2.5em]box2.east) .. controls +(east:1.7) and +(west:1.5) .. (box4.west);
\end{pgfonlayer} \end{pgfonlayer}
......
Chapter13/Figures/figure-network-with-dropout.tex
...@@ -2,7 +2,7 @@ ...@@ -2,7 +2,7 @@
\begin{tikzpicture} \begin{tikzpicture}
\def\neuronsep{1} \def\neuronsep{1}
\tikzstyle{neuronnode} = [minimum size=1.0em,circle,draw,thick,ublue,inner sep=1pt, fill=white,align=center] \tikzstyle{neuronnode} = [minimum size=1em,circle,draw,thick,ublue,inner sep=1pt, fill=white,align=center]
%standard %standard
......
Chapter13/Figures/figure-of-scheduling-sampling-method.tex
...@@ -4,8 +4,8 @@ ...@@ -4,8 +4,8 @@
\begin{tikzpicture} \begin{tikzpicture}
\tikzstyle{rnnnode} = [draw,inner sep=2pt,minimum width=4em,minimum height=2em,rounded corners=1pt,fill=red!15] \tikzstyle{rnnnode} = [draw,thick,inner sep=2pt,minimum width=4em,minimum height=2em,rounded corners=1pt,fill=red!15]
\tikzstyle{snode} = [draw,inner sep=2pt,minimum width=4em,minimum height=2em,rounded corners=1pt,fill=blue!15] \tikzstyle{snode} = [draw,thick,inner sep=2pt,minimum width=4em,minimum height=2em,rounded corners=1pt,fill=blue!15]
\tikzstyle{ynode} = [inner sep=2pt,minimum width=4em,minimum height=2em,rounded corners=1pt] \tikzstyle{ynode} = [inner sep=2pt,minimum width=4em,minimum height=2em,rounded corners=1pt]
...@@ -14,18 +14,18 @@ ...@@ -14,18 +14,18 @@
\node [anchor=west,rnnnode] (n3) at ([xshift=3em,yshift=0em]n2.east) {$\mathbi{h}_{j-1}$}; \node [anchor=west,rnnnode] (n3) at ([xshift=3em,yshift=0em]n2.east) {$\mathbi{h}_{j-1}$};
\node [anchor=west,rnnnode] (n4) at ([xshift=3em,yshift=0em]n3.east) {$\mathbi{h}_{j}$}; \node [anchor=west,rnnnode] (n4) at ([xshift=3em,yshift=0em]n3.east) {$\mathbi{h}_{j}$};
\node [anchor=south,snode] (n5) at ([xshift=0em,yshift=1em]n3.north) {Softmax}; \node [anchor=south,snode] (n5) at ([xshift=0em,yshift=1em]n3.north) {Softmax};
\node [anchor=south,ynode] (n6) at ([xshift=0em,yshift=1em]n5.north) {$\hat{{y}}_{j-1}$}; \node [anchor=south,ynode,fill=green!20] (n6) at ([xshift=0em,yshift=1em]n5.north) {$\hat{{y}}_{j-1}$};
\node [anchor=south,snode] (n7) at ([xshift=0em,yshift=1em]n4.north) {Softmax}; \node [anchor=south,snode] (n7) at ([xshift=0em,yshift=1em]n4.north) {Softmax};
\node [anchor=south,ynode] (n8) at ([xshift=0em,yshift=1em]n7.north) {$\hat{{y}}_{j}$}; \node [anchor=south,ynode] (n8) at ([xshift=0em,yshift=1em]n7.north) {$\hat{{y}}_{j}$};
\node [anchor=south,snode,font=\footnotesize] (n13) at ([xshift=0em,yshift=1em]n1.north) {Softmax}; \node [anchor=south,snode] (n13) at ([xshift=0em,yshift=1em]n1.north) {Softmax};
\node [anchor=south,ynode] (n14) at ([xshift=0em,yshift=1em]n13.north) {$\hat{{y}}_{1}$}; \node [anchor=south,ynode] (n14) at ([xshift=0em,yshift=1em]n13.north) {$\hat{{y}}_{1}$};
\node [anchor=north] (x1) at ([xshift=0em,yshift=-1em]n1.south) {$\langle$sos$\rangle$}; \node [anchor=north] (x1) at ([xshift=0em,yshift=-1em]n1.south) {$\langle$sos$\rangle$};
\node [anchor=north,font=\small] (x2) at ([xshift=-1.3em,yshift=-2.3em]n3.south) {$\hat{{y}}_{j-2}$}; \node [anchor=north,font=\small] (x2) at ([xshift=-1.3em,yshift=-2.3em]n3.south) {$\hat{{y}}_{j-2}$};
\node [anchor=north,font=\small] (x3) at ([xshift=1.3em,yshift=-2.5em]n3.south) {${y}_{j-2}$}; \node [anchor=north,font=\small] (x3) at ([xshift=1.3em,yshift=-2.5em]n3.south) {${y}_{j-2}$};
\node [anchor=north,font=\small] (x4) at ([xshift=1.3em,yshift=-2.5em]n4.south) {${y}_{j-1}$}; \node [anchor=north,font=\small] (x4) at ([xshift=1.3em,yshift=-2.5em]n4.south) {${y}_{j-1}$};
\node [anchor=north,font=\small] (x5) at ([xshift=-1.3em,yshift=-2.3em]n4.south) {$\hat{{y}}_{j-1}$}; \node [anchor=north,font=\small,fill=green!20] (x5) at ([xshift=-1.3em,yshift=-2.3em]n4.south) {$\hat{{y}}_{j-1}$};
\node [anchor=south,inner sep=2pt] (st1) at (n6.north) {\scriptsize{\textbf{[step $j-1$]}}}; \node [anchor=south,inner sep=2pt] (st1) at (n6.north) {\scriptsize{\textbf{[step $j-1$]}}};
\node [anchor=south,inner sep=2pt] (st2) at (n8.north) {\scriptsize{\textbf{[step $j$]}}}; \node [anchor=south,inner sep=2pt] (st2) at (n8.north) {\scriptsize{\textbf{[step $j$]}}};
...@@ -74,7 +74,7 @@ ...@@ -74,7 +74,7 @@
\draw [-,thick] ([xshift=0em,yshift=0.2em]x4.north)-- ([xshift=1.3em,yshift=0em]n4.south); \draw [-,thick] ([xshift=0em,yshift=0.2em]x4.north)-- ([xshift=1.3em,yshift=0em]n4.south);
\draw [->,thick,dotted] ([xshift=-2.5em,yshift=1em]x2.north) .. controls +(south:2em) and +(west:0.1em) .. ([xshift=0.2em,yshift=0em]x2.west); \draw [->,thick,dotted] ([xshift=-2.5em,yshift=1em]x2.north) .. controls +(south:2em) and +(west:0.1em) .. ([xshift=0.2em,yshift=0em]x2.west);
\draw [->,thick,dotted] ([xshift=0em,yshift=0em]n6.east) .. controls ([xshift=2em,yshift=1em]n6.east) and ([xshift=-2.5em,yshift=-4em]n4.south west) .. ([xshift=-0em,yshift=-0em]x5.west); \draw [->,thick,dotted,ugreen] ([xshift=0em,yshift=0em]n6.east) .. controls +(east:2.5em) and +(west:2.5em) .. ([xshift=-0em,yshift=-0em]x5.west);
\draw [->,thick,dotted] ([xshift=0em,yshift=0em]n14.east) .. controls +(east:0.3em) and +(north:2em) .. ([xshift=3em,yshift=-0.5em]n14.south); \draw [->,thick,dotted] ([xshift=0em,yshift=0em]n14.east) .. controls +(east:0.3em) and +(north:1.5em) .. ([xshift=3em,yshift=-0.5em]n14.south);
\end{tikzpicture} \end{tikzpicture}
Chapter13/Figures/figure-reinforcement-learning-method-based-on-actor-critic.tex
\begin{tikzpicture} \begin{tikzpicture}
\node[anchor=west,inner sep=0mm,minimum height=4em,minimum width=5.5em,rounded corners=15pt,align=left,draw,fill=red!15] (n1) at (0,0) {Decoder\\Encoder}; \node[anchor=west,thick,inner sep=0mm,minimum height=4em,minimum width=5.5em,rounded corners=15pt,align=left,draw,fill=red!15] (n1) at (0,0) {Decoder\\Encoder};
\node[anchor=west,inner sep=0mm,minimum height=4em,minimum width=5.5em,rounded corners=15pt,align=left,draw,fill=green!15] (n2) at ([xshift=10em,yshift=0em]n1.east) {Decoder\\Encoder}; \node[anchor=west,thick,inner sep=0mm,minimum height=4em,minimum width=5.5em,rounded corners=15pt,align=left,draw,fill=green!15] (n2) at ([xshift=10em,yshift=0em]n1.east) {Decoder\\Encoder};
\node[anchor=south,inner sep=0mm,font=\small] (a1) at ([xshift=0em,yshift=1em]n1.north) {演员$p$}; \node[anchor=south,inner sep=0mm,font=\small] (a1) at ([xshift=0em,yshift=1em]n1.north) {演员$p$};
......
Chapter13/Figures/figure-underfitting-vs-overfitting.tex
\begin{tabular}{l l l} \begin{tabular}{l l l l l}
\begin{tikzpicture} \begin{tikzpicture}
\draw[->, thick] (0,0) to (3,0); \draw[->, thick] (0,0) to (3,0);
\draw[->, thick] (0,-0) to (0,2); \draw[->, thick] (0,-0) to (0,2);
...@@ -25,6 +25,10 @@ ...@@ -25,6 +25,10 @@
\node [font=\footnotesize] at (1.5,-0.5) {欠拟合}; \node [font=\footnotesize] at (1.5,-0.5) {欠拟合};
\end{tikzpicture} \end{tikzpicture}
&
\hspace{3em}
&\begin{tikzpicture} &\begin{tikzpicture}
\draw[->, thick] (0,0) to (3,0); \draw[->, thick] (0,0) to (3,0);
\draw[->, thick] (0,-0) to (0,2); \draw[->, thick] (0,-0) to (0,2);
...@@ -52,6 +56,10 @@ ...@@ -52,6 +56,10 @@
\node [font=\footnotesize] at (1.5,-0.5) {拟合合适}; \node [font=\footnotesize] at (1.5,-0.5) {拟合合适};
\end{tikzpicture} \end{tikzpicture}
&
\hspace{3em}
&\begin{tikzpicture} &\begin{tikzpicture}
\draw[->, thick] (0,0) to (3,0); \draw[->, thick] (0,0) to (3,0);
\draw[->, thick] (0,-0) to (0,2); \draw[->, thick] (0,-0) to (0,2);
......
Chapter13/Figures/figure-unk-of-bpe.tex
\begin{tikzpicture} \begin{tikzpicture}
\node[rounded corners=3pt,minimum width=1.0em,minimum height=2.0em,font=\scriptsize,fill=green!5,drop shadow,thick](top) at (0,0) { \node[rounded corners=3pt,minimum width=1.0em,minimum height=2.0em,font=\scriptsize,fill=red!10,drop shadow,thick](top) at (0,0) {
\begin{tabular}{lllllll} \begin{tabular}{lllllll}
\multicolumn{7}{c}{符号合并表} \\ \multicolumn{7}{c}{符号合并表} \\
r\ $<$e$>$, & e\ s, & l\ o, & es\ t, & lo\ w, & est\ $<$e$>$, & e\ r$<$e$>$, r\ $<$e$>$, & e\ s, & l\ o, & es\ t, & lo\ w, & est\ $<$e$>$, & e\ r$<$e$>$,
......
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