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Chapter15/Figures/figure-activation-function-swish-structure-diagram.tex 0 → 100644
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Chapter15/Figures/figure-layer-fusion-method.tex 0 → 100644
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Chapter15/Figures/figure-learning-of-local-structure-combination.tex 0 → 100644
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Chapter15/Figures/figure-structure-search-based-on-evolutionary-algorithm.tex 0 → 100644
%%% outline
%-------------------------------------------------------------------------
\begin{tikzpicture}
\tikzstyle{node}=[minimum height=2em,minimum width=4.6em,rounded corners=2pt,thick,font=\footnotesize]
\node[node,draw,fill=green!20] (n11) at (0,0) {模型结构1};
\node[anchor=west,draw,node,fill=red!20] (n12) at ([xshift=0.6em]n11.east){模型结构6};
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Chapter15/Figures/figure-structure-search-based-on-gradient-method.tex 0 → 100644
%%% outline
%-------------------------------------------------------------------------
\begin{tikzpicture}
\tikzstyle{node}=[minimum height=6em,inner sep=4pt,align=left,draw,font=\footnotesize,rounded corners=4pt,thick,drop shadow]
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Chapter15/Figures/figure-structure-search-based-on-reinforcement-learning.tex 0 → 100644
%%% outline
%-------------------------------------------------------------------------
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Chapter15/Figures/figure-swish-function-image.tex 0 → 100644
%%% outline
%-------------------------------------------------------------------------
\begin{tikzpicture}
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width=10cm,height=6cm,
legend style={legend pos=north west,font=\footnotesize,align=center},
xtick={-5,-4,-3,-2,-1,0,1,2,3},
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ymin=-2,ymax=3,
y tick style={opacity=0},
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\addplot[cyan,smooth,thick]{x*(1+exp(-10*x))^-1};
\addplot[red,smooth,thick]{x*(1+exp(-1*x))^-1};
\addplot[brown,smooth,thick]{x*(1+exp(-0.1*x))^-1};
\addplot[gray!60, very thick] coordinates {(0,-2) (0,3)};
\addplot[gray!60, very thick] coordinates {(0,0) (3,0)};
\legend{$\beta=0.1$,$\beta=1.0$,$ \ \ \beta=10.0$}
\end{axis}
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Chapter15/Figures/figure-whole-structure-and-internal-structure-in-rnn.tex 0 → 100644
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\node[node] (n1) at (0,0){};
\node[node] (n2) at (1.5,0){};
\node[node] (n3) at (3,0){};
\node[node] (n4) at (4.5,0){};
\node[node] (n5) at (1.5,-1.3){};
\node[node] (n6) at (3,-1.3){};
\node[node] (n7) at (2.25,-2.4){};
\node[node] (n8) at (3,1.3){};
\draw[->,thick] (n1.0) -- (n2.180);
\draw[->,thick] (n2.0) -- (n3.180);
\draw[->,thick] (n3.0) -- (n4.180);
\draw[->,thick,out=60,in=180] (n1.90) to (n8.180);
\draw[->,thick,out=-10,in=90] (n8.0) to (n4.90);
\draw[->,thick,out=90,in=-90] (n5.90) to (n3.-90);
\draw[->,thick,out=90,in=-90] (n6.90) to (n4.-90);
\draw[->,thick,out=90,in=-90] (n7.90) to (n5.-90);
\draw[->,thick,out=90,in=-90] (n7.90) to (n6.-90);
\node[font=\huge] (ht) at (-0.2,2.2){$\mathbi h_t$};
\node[draw,font=\huge,inner sep=0pt,minimum width=4em,minimum height=4em,very thick,rounded corners=2pt] (ht-1) at (-3,0) {$\mathbi h_{t-1}$};
\node[draw,font=\huge,inner sep=0pt,minimum width=4em,minimum height=4em,very thick,rounded corners=2pt] (ht+1) at (7.5,0) {$\mathbi h_{t+1}$};
\node[font=\huge] (xt) at (2.25,-4.2){$x_t$};
\node[font=\Huge] at (9,0){$\cdots$};
\node[font=\Huge] at (-4.5,0){$\cdots$};
\node[minimum width=3em,minimum height=2em,fill=red!20,rounded corners=6pt] (b1) at (6,-3.8){};
\node[] (w1) at (7.8,-3.8){\Large 整体框架};
\node[minimum width=3em,minimum height=2em,fill=yellow!30,rounded corners=6pt] (b2) at (6,-4.8){};
\node[] (w2) at (7.8,-4.8){\Large 内部结构};
\begin{pgfonlayer}{background}
\node[draw,rounded corners=6pt,very thick,fill=yellow!30,minimum width=16em,minimum height=15em] (box1) at (2.25,0){};
\node[draw=ublue,very thick,drop shadow,inner sep=1.2em,fill=white,xshift=-0.1em] [fit=(b1)(w2)]{};
\draw[fill=red!20,red!20,rounded corners=6pt] ([yshift=2.4em,xshift=1em]ht-1.east) -- ([yshift=2.4em,xshift=-0.1em]box1.west) -- ([xshift=-8em,xshift=-0.1em]box1.south) -- ([xshift=2em]box1.south) -- ([xshift=2em,yshift=-5em]box1.south) -- ([xshift=0em,yshift=-5em]box1.south) .. controls ([xshift=-12em,yshift=-5em]box1.south) and ([yshift=-2em]ht-1.east) ..([yshift=2.4em]ht-1.east) -- ([yshift=2.4em,xshift=1em]ht-1.east) ;
\end{pgfonlayer}
\draw[->,very thick] (ht-1.0) -- (box1.180);
\draw[->,very thick] (box1.0) -- (ht+1.180);
\draw[->,very thick] (ht-1.90) -- ([yshift=2em]ht-1.90);
\draw[->,very thick] (ht+1.90) -- ([yshift=2em]ht+1.90);
\draw[->,very thick] (box1.90) -- ([yshift=2em]box1.90);
\draw[->,very thick] ([yshift=-2em]ht-1.-90) -- (ht-1.-90);
\draw[->,very thick] ([yshift=-2em]ht+1.-90) -- (ht+1.-90);
\draw[->,very thick] ([yshift=-2em]box1.-90) -- (box1.-90);
\end{tikzpicture}
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