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合并分支 'shanweiqiao' 到 'caorunzhe' 

Shanweiqiao

查看合并请求 !715
parents 2cc253b4 af91ac3c
正在显示 包含 102 行增加 和 55 行删除
Chapter15/Figures/figure-encoder-structure-of-transformer-model-optimized-by-nas.tex
...@@ -3,22 +3,22 @@ ...@@ -3,22 +3,22 @@
%left %left
\begin{scope} \begin{scope}
\foreach \x/\d in {1/2em, 2/8em, 3/18em, 4/24em} \foreach \x/\d in {1/2em, 2/8em}
\node[unit,fill=yellow!20] at (0,\d) (ln_\x) {层正则}; \node[unit,fill=yellow!20] at (0,\d) (ln_\x) {层正则化};
\foreach \x/\d in {1/4em, 2/20em} \foreach \x/\d in {1/4em}
\node[unit,fill=green!20] at (0,\d) (sa_\x) {8头自注意力：512}; \node[unit,fill=green!20] at (0,\d) (sa_\x) {8头自注意力：512};
\foreach \x/\d in {1/6em, 2/16em, 3/22em, 4/32em} \foreach \x/\d in {1/6em, 2/16em}
\node[draw,circle,minimum size=1em,inner sep=1pt] at (0,\d) (add_\x) {\scriptsize\bfnew{+}}; \node[draw,circle,minimum size=1em,inner sep=1pt] at (0,\d) (add_\x) {\scriptsize\bfnew{+}};
\foreach \x/\d in {2/14em, 4/30em} \foreach \x/\d in {2/14em}
\node[unit,fill=red!20] at (0,\d) (conv_\x) {卷积$1 \times 1$：512}; \node[unit,fill=red!20] at (0,\d) (conv_\x) {卷积$1 \times 1$：512};
\foreach \x/\d in {1/10em,3/26em} \foreach \x/\d in {1/10em}
\node[unit,fill=red!20] at (0,\d) (conv_\x) {卷积$1 \times 1$：2048}; \node[unit,fill=red!20] at (0,\d) (conv_\x) {卷积$1 \times 1$：2048};
\foreach \x/\d in {1/12em, 2/28em} \foreach \x/\d in {1/12em}
\node[unit,fill=blue!20] at (0,\d) (relu_\x) {RELU}; \node[unit,fill=blue!20] at (0,\d) (relu_\x) {RELU};
\draw[->,thick] ([yshift=-1.4em]ln_1.-90) -- ([yshift=-0.1em]ln_1.-90); \draw[->,thick] ([yshift=-1.4em]ln_1.-90) -- ([yshift=-0.1em]ln_1.-90);
...@@ -29,80 +29,57 @@ ...@@ -29,80 +29,57 @@
\draw[->,thick] ([yshift=0.1em]conv_1.90) -- ([yshift=-0.1em]relu_1.-90); \draw[->,thick] ([yshift=0.1em]conv_1.90) -- ([yshift=-0.1em]relu_1.-90);
\draw[->,thick] ([yshift=0.1em]relu_1.90) -- ([yshift=-0.1em]conv_2.-90); \draw[->,thick] ([yshift=0.1em]relu_1.90) -- ([yshift=-0.1em]conv_2.-90);
\draw[->,thick] ([yshift=0.1em]conv_2.90) -- ([yshift=-0.1em]add_2.-90); \draw[->,thick] ([yshift=0.1em]conv_2.90) -- ([yshift=-0.1em]add_2.-90);
\draw[->,thick] ([yshift=0.1em]add_2.90) -- ([yshift=-0.1em]ln_3.-90); \draw[->,thick] ([yshift=0.1em]add_2.90) -- ([yshift=1em]add_2.90);
\draw[->,thick] ([yshift=0.1em]ln_3.90) -- ([yshift=-0.1em]sa_2.-90);
\draw[->,thick] ([yshift=0.1em]sa_2.90) -- ([yshift=-0.1em]add_3.-90);
\draw[->,thick] ([yshift=0.1em]add_3.90) -- ([yshift=-0.1em]ln_4.-90);
\draw[->,thick] ([yshift=0.1em]ln_4.90) -- ([yshift=-0.1em]conv_3.-90);
\draw[->,thick] ([yshift=0.1em]conv_3.90) -- ([yshift=-0.1em]relu_2.-90);
\draw[->,thick] ([yshift=0.1em]relu_2.90) -- ([yshift=-0.1em]conv_4.-90);
\draw[->,thick] ([yshift=0.1em]conv_4.90) -- ([yshift=-0.1em]add_4.-90);
\draw[->,thick] ([yshift=0.1em]add_4.90) -- ([yshift=1em]add_4.90);
\draw[->,thick] ([yshift=-0.8em]ln_1.-90) .. controls ([xshift=5em,yshift=-0.8em]ln_1.-90) and ([xshift=5em]add_1.0) .. (add_1.0); \draw[->,thick] ([yshift=-0.8em]ln_1.-90) .. controls ([xshift=5em,yshift=-0.8em]ln_1.-90) and ([xshift=5em]add_1.0) .. (add_1.0);
\draw[->,thick] (add_1.0) .. controls ([xshift=5em]add_1.0) and ([xshift=5em]add_2.0) .. (add_2.0); \draw[->,thick] (add_1.0) .. controls ([xshift=5em]add_1.0) and ([xshift=5em]add_2.0) .. (add_2.0);
\draw[->,thick] (add_2.0) .. controls ([xshift=5em]add_2.0) and ([xshift=5em]add_3.0) .. (add_3.0);
\draw[->,thick] (add_3.0) .. controls ([xshift=5em]add_3.0) and ([xshift=5em]add_4.0) .. (add_4.0);
\node[font=\scriptsize] at (0em, -1em){(a) Transformer编码器中若干块的结构}; \node[font=\scriptsize] at (0em, -1em){(a) Transformer编码器中若干块的结构};
\end{scope} \end{scope}
%right %right
\begin{scope}[xshift=14em] \begin{scope}[xshift=14em]
\foreach \x/\d in {1/2em, 2/8em, 3/16em, 4/22em, 5/28em} \foreach \x/\d in {1/2em, 2/8em, 3/14em}
\node[unit,fill=yellow!20] at (0,\d) (ln_\x) {层正则}; \node[unit,fill=yellow!20] at (0,\d) (ln_\x) {层正则化};
\node[unit,fill=green!20] at (0,24em) (sa_1) {8头自注意力：512}; \node[unit,fill=green!20] at (0,24em) (sa_1) {8头自注意力：512};
\foreach \x/\d in {1/6em, 2/14em, 3/20em, 4/26em, 5/36em} \foreach \x/\d in {1/6em, 2/12em, 3/22em}
\node[draw,circle,minimum size=1em,inner sep=1pt] at (0,\d) (add_\x) {\scriptsize\bfnew{+}}; \node[draw,circle,minimum size=1em,inner sep=1pt] at (0,\d) (add_\x) {\scriptsize\bfnew{+}};
\node[unit,fill=red!20] at (0,30em) (conv_4) {卷积$1 \times 1$：2048}; \node[unit,fill=red!20] at (0,16em) (conv_4) {卷积$1 \times 1$：2048};
\node[unit,fill=red!20] at (0,34em) (conv_5) {卷积$1 \times 1$：512}; \node[unit,fill=red!20] at (0,20em) (conv_5) {卷积$1 \times 1$：512};
\node[unit,fill=blue!20] at (0,18em) (relu_3) {RELU};
\node[unit,fill=cyan!20] at (0,4em) (conv_3) {Sep卷积$9 \times 1$：256};
\node[unit,fill=green!20] at (0,10em) (sa_1) {8头自注意力：512};
\node[unit,fill=blue!20] at (0,32em) (relu_3) {RELU};
\node[unit,fill=red!20] at (0,4em) (glu_1) {门控线性单元：512};
\node[unit,fill=red!20] at (-3em,10em) (conv_1) {卷积$1 \times 1$：2048};
\node[unit,fill=cyan!20] at (3em,10em) (conv_2) {卷积$3 \times 1$：256};
\node[unit,fill=blue!20] at (-3em,12em) (relu_1) {RELU};
\node[unit,fill=blue!20] at (3em,12em) (relu_2) {RELU};
\node[unit,fill=cyan!20] at (0em,18em) (conv_3) {Sep卷积$9 \times 1$：256};
\draw[->,thick] ([yshift=-1.4em]ln_1.-90) -- ([yshift=-0.1em]ln_1.-90); \draw[->,thick] ([yshift=-1.4em]ln_1.-90) -- ([yshift=-0.1em]ln_1.-90);
\draw[->,thick] ([yshift=0.1em]ln_1.90) -- ([yshift=-0.1em]glu_1.-90); \draw[->,thick] ([yshift=0.1em]ln_1.90) -- ([yshift=-0.1em]conv_3.-90);
\draw[->,thick] ([yshift=0.1em]glu_1.90) -- ([yshift=-0.1em]add_1.-90); \draw[->,thick] ([yshift=0.1em]conv_3.90) -- ([yshift=-0.1em]add_1.-90);
\draw[->,thick] ([yshift=0.1em]add_1.90) -- ([yshift=-0.1em]ln_2.-90); \draw[->,thick] ([yshift=0.1em]add_1.90) -- ([yshift=-0.1em]ln_2.-90);
\draw[->,thick] ([,yshift=0.1em]ln_2.135) -- ([yshift=-0.1em]conv_1.-90); \draw[->,thick] ([,yshift=0.1em]ln_2.90) -- ([yshift=-0.1em]sa_1.-90);
\draw[->,thick] ([yshift=0.1em]ln_2.45) -- ([yshift=-0.1em]conv_2.-90); \draw[->,thick] ([yshift=0.1em]sa_1.90) -- ([yshift=-0.1em]add_2.-90);
\draw[->,thick] ([yshift=0.1em]conv_1.90) -- ([yshift=-0.1em]relu_1.-90);
\draw[->,thick] ([yshift=0.1em]conv_2.90) -- ([yshift=-0.1em]relu_2.-90);
\draw[->,thick] ([yshift=0.1em]relu_1.90) -- ([yshift=-0.1em]add_2.-135);
\draw[->,thick] ([yshift=0.1em]relu_2.90) -- ([yshift=-0.1em]add_2.-45);
\draw[->,thick] ([yshift=0.1em]add_2.90) -- ([yshift=-0.1em]ln_3.-90); \draw[->,thick] ([yshift=0.1em]add_2.90) -- ([yshift=-0.1em]ln_3.-90);
\draw[->,thick] ([yshift=0.1em]ln_3.90) -- ([yshift=-0.1em]conv_3.-90); \draw[->,thick] ([yshift=0.1em]ln_3.90) -- ([yshift=-0.1em]conv_4.-90);
\draw[->,thick] ([yshift=0.1em]conv_3.90) -- ([yshift=-0.1em]add_3.-90);
\draw[->,thick] ([yshift=0.1em]add_3.90) -- ([yshift=-0.1em]ln_4.-90);
\draw[->,thick] ([yshift=0.1em]ln_4.90) -- ([yshift=-0.1em]sa_1.-90);
\draw[->,thick] ([yshift=0.1em]sa_1.90) -- ([yshift=-0.1em]add_4.-90);
\draw[->,thick] ([yshift=0.1em]add_4.90) -- ([yshift=-0.1em]ln_5.-90);
\draw[->,thick] ([yshift=0.1em]ln_5.90) -- ([yshift=-0.1em]conv_4.-90);
\draw[->,thick] ([yshift=0.1em]conv_4.90) -- ([yshift=-0.1em]relu_3.-90); \draw[->,thick] ([yshift=0.1em]conv_4.90) -- ([yshift=-0.1em]relu_3.-90);
\draw[->,thick] ([yshift=0.1em]relu_3.90) -- ([yshift=-0.1em]conv_5.-90); \draw[->,thick] ([yshift=0.1em]relu_3.90) -- ([yshift=-0.1em]conv_5.-90);
\draw[->,thick] ([yshift=0.1em]conv_5.90) -- ([yshift=-0.1em]add_5.-90); \draw[->,thick] ([yshift=0.1em]conv_5.90) -- ([yshift=-0.1em]add_3.-90);
\draw[->,thick] ([yshift=0.1em]add_5.90) -- ([yshift=1em]add_5.90); \draw[->,thick] ([yshift=0.1em]add_3.90) -- ([yshift=1em]add_3.90);
\draw[->,thick] ([yshift=-0.8em]ln_1.-90) .. controls ([xshift=5em,yshift=-0.8em]ln_1.-90) and ([xshift=5em]add_1.0) .. (add_1.0); \draw[->,thick] ([yshift=-0.8em]ln_1.-90) .. controls ([xshift=5em,yshift=-0.8em]ln_1.-90) and ([xshift=5em]add_1.0) .. (add_1.0);
\draw[->,thick] (add_1.0) .. controls ([xshift=8em]add_1.0) and ([xshift=8em]add_3.0) .. (add_3.0); \draw[->,thick] (add_1.0) .. controls ([xshift=5em]add_1.0) and ([xshift=5em]add_2.0) .. (add_2.0);
\draw[->,thick] (add_3.0) .. controls ([xshift=5em]add_3.0) and ([xshift=5em]add_4.0) .. (add_4.0); \draw[->,thick] (add_2.0) .. controls ([xshift=5em]add_2.0) and ([xshift=5em]add_3.0) .. (add_3.0);
\draw[->,thick] (add_4.0) .. controls ([xshift=5em]add_4.0) and ([xshift=5em]add_5.0) .. (add_5.0);
\node[font=\scriptsize,align=center] at (0em, -1.5em){(b) 使用结构搜索方法优化后的 \\ Transformer编码器中若干块的结构}; \node[font=\scriptsize,align=center] at (0em, -1.5em){(b) 使用结构搜索方法优化后的 \\ Transformer编码器中若干块的结构};
\node[minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=blue!20] (act) at (5.5em, 38em){}; \node[minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=blue!20] (act) at (5.5em, 24em){};
\node[anchor=west,font=\footnotesize] at ([xshift=0.1em]act.east){激活函数}; \node[anchor=west,font=\footnotesize] at ([xshift=0.1em]act.east){激活函数};
\node[anchor=north,minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=yellow!20] (nor) at ([yshift=-0.6em]act.south){}; \node[anchor=north,minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=yellow!20] (nor) at ([yshift=-0.6em]act.south){};
\node[anchor=west,font=\footnotesize] at ([xshift=0.1em]nor.east){正则化}; \node[anchor=west,font=\footnotesize] at ([xshift=0.1em]nor.east){层正则化};
\node[anchor=north,minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=cyan!20] (wc) at ([yshift=-0.6em]nor.south){}; \node[anchor=north,minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=cyan!20] (wc) at ([yshift=-0.6em]nor.south){};
\node[anchor=west,font=\footnotesize] at ([xshift=0.1em]wc.east){宽卷积}; \node[anchor=west,font=\footnotesize] at ([xshift=0.1em]wc.east){宽卷积};
\node[anchor=north,minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=green!20] (at) at ([yshift=-0.6em]wc.south){}; \node[anchor=north,minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=green!20] (at) at ([yshift=-0.6em]wc.south){};
......
Chapter15/Figures/figure-layer-fusion-method.tex
...@@ -17,7 +17,7 @@ ...@@ -17,7 +17,7 @@
\node [anchor=west,rectangle,minimum height=1.5em,minimum width=2.5em,rounded corners=5pt] (n6) at ([xshift=1em,yshift=0em]n5.east) {$\ldots$}; \node [anchor=west,rectangle,minimum height=1.5em,minimum width=2.5em,rounded corners=5pt] (n6) at ([xshift=1em,yshift=0em]n5.east) {$\ldots$};
\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n7) at ([xshift=1em,yshift=0em]n6.east) {$\mathbi{h}_{N-1}$}; \node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n7) at ([xshift=1em,yshift=0em]n6.east) {$\mathbi{h}_{L-1}$};
\node [anchor=north,rectangle,draw=teal!80, inner sep=0mm,minimum height=2em,minimum width=8em,fill=teal!17,rounded corners=5pt,thick] (n8) at ([xshift=3em,yshift=-1.2em]n4.south) {权重聚合$\mathbi{g}$}; \node [anchor=north,rectangle,draw=teal!80, inner sep=0mm,minimum height=2em,minimum width=8em,fill=teal!17,rounded corners=5pt,thick] (n8) at ([xshift=3em,yshift=-1.2em]n4.south) {权重聚合$\mathbi{g}$};
......
Chapter15/Figures/figure-main-flow-of-neural-network-structure-search.tex 0 → 100644
\begin{tikzpicture}
\tikzstyle{node}=[draw,minimum height=1.4em,minimum width=2em,rounded corners=1pt,thick]
\begin{scope}[scale=0.36]
\tikzstyle{every node}=[scale=0.36]
\node[draw=ublue,very thick,drop shadow,fill=white,minimum width=40em,minimum height=25em] (rec3) at (2.25,0){};
\node[draw=ublue,very thick,drop shadow,fill=white,minimum width=22em,minimum height=25em] (rec2) at (-12.4,0){};
\node[draw=ublue,very thick,drop shadow,fill=white,minimum width=24em,minimum height=25em] (rec1) at (-24,0){};
%left
\node[text=ublue] (label1) at (-26.4,4){\Huge\bfnew{结构空间}};
\node[align=left] at (-24,-0.5){\Huge\bfnew{1.前馈神经网络} \\ [4ex] \Huge\bfnew{2.卷积神经网络} \\ [4ex] \Huge\bfnew{3.循环神经网络} \\ [4ex] \Huge\bfnew{4. Transformer网络} \\ [4ex] \Huge\bfnew{...}};
\draw[ublue,very thick,-latex] (rec1.0) -- node[align=center,above,text=violet]{\huge{设计} \\ \huge{搜索} \\ \huge{空间}}(rec2.180);
%mid
\node[text=ublue] (label2) at (-14.4,4){\Huge\bfnew{搜索空间}};
\node[align=left] at (-12.4,-0.5){\Huge\bfnew{循环神经网络} \\ [4ex] \Huge\bfnew{1.普通RNN网络} \\ [4ex] \Huge\bfnew{2. LSTM网络} \\ [4ex] \Huge\bfnew{3. GRU网络} \\ [4ex] \Huge\bfnew{...}};
\draw[ublue,very thick,-latex] (rec2.0) -- node[align=center,above,text=violet]{\huge{选择} \\ \huge{搜索} \\ \huge{策略}}(rec3.180);
\draw[ublue,very thick,-latex,out=-150,in=-30] (rec3.-90) to node[above,text=violet,yshift=1em]{\huge{迭代结构搜索的过程}}(rec2.-90);
\draw[ublue,very thick,-latex,out=60,in=130] ([xshift=-8em]rec3.90) to node[above,text=violet]{\huge{性能评估}}([xshift=8em]rec3.90);
%right
\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[text=ublue] (label3) at (-2,4){\Huge\bfnew{找到的模型结构}};
\node[draw,rounded corners=6pt,very thick,minimum width=16em,minimum height=15em] (box1) at (2.25,0){};
\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{scope}
\end{tikzpicture}
\ No newline at end of file
Chapter15/Figures/figure-post-norm-vs-pre-norm.tex
...@@ -39,8 +39,8 @@ ...@@ -39,8 +39,8 @@
\node [rectangle,inner sep=0.3em,fill=blue!10] [fit = (x3) (F2) (n2) (ln2) (x4) (k2)] (box1) {}; \node [rectangle,inner sep=0.3em,fill=blue!10] [fit = (x3) (F2) (n2) (ln2) (x4) (k2)] (box1) {};
\end{pgfonlayer} \end{pgfonlayer}
\node [anchor=north] (c1) at (box0.south){\footnotesize {(a)后作方式的残差连接}}; \node [anchor=north] (c1) at (box0.south){\footnotesize {(a)Post-Norm方式的残差连接}};
\node [anchor=north] (c2) at (box1.south){\footnotesize {(b)前作方式的残差连接}}; \node [anchor=north] (c2) at (box1.south){\footnotesize {(b)Pre-Norm方式的残差连接}};
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
\end{center} \end{center}
\ No newline at end of file
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