15章反馈，还需修改

Chapter15/Figures/figure-encoder-structure-of-transformer-model-optimized-by-nas.tex

@@ -4,7 +4,7 @@
 %left
 \begin{scope}
 \foreach \x/\d in {1/2em, 2/8em}
-	\node[unit,fill=yellow!30] at (0,\d) (ln_\x) {层正则化};
+	\node[unit,fill=yellow!30] at (0,\d) (ln_\x) {层标准化};
 
 \foreach \x/\d in {1/4em}
 	\node[unit,fill=green!30] at (0,\d) (sa_\x) {8头自注意力：512};
@@ -35,7 +35,7 @@
 \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);
 
-\node[font=\scriptsize] at (0em, -1em){(a) Transformer编码器中若干块的结构};
+\node[font=\scriptsize] at (0em, -1.1em){(a) Transformer编码器中若干块的结构};
 \end{scope}
 
 %right
@@ -44,7 +44,7 @@
 
 
 \foreach \x/\d in {1/2em, 2/8em, 3/16em}
-	\node[unit,fill=yellow!30] at (0,\d) (ln_\x) {层正则化};
+	\node[unit,fill=yellow!30] at (0,\d) (ln_\x) {层标准化};
 
 \foreach \x/\d in {1/6em, 2/14em, 3/20em}
 	\node[draw,circle,minimum size=1em,inner sep=1pt] at (0,\d) (add_\x) {\scriptsize\bfnew{+}};
@@ -84,7 +84,7 @@
 \node[minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=blue!30] (act) at (8em, 20em){};
 \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!30] (nor) at ([yshift=-0.6em]act.south){};
-\node[anchor=west,font=\footnotesize] at ([xshift=0.1em]nor.east){层正则化};
+\node[anchor=west,font=\footnotesize] at ([xshift=0.1em]nor.east){层标准化};
 \node[anchor=north,minimum size=0.8em,inner sep=0pt,rounded corners=1pt,draw,fill=cyan!30] (wc) at ([yshift=-0.6em]nor.south){};
 \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!30] (at) at ([yshift=-0.6em]wc.south){};

Chapter15/Figures/figure-layer-fusion-method.tex

@@ -9,15 +9,15 @@
 
 \node [anchor=north,rectangle,minimum height=1.5em,minimum width=2.5em,rounded corners=5pt] (n2) at ([xshift=0em,yshift=-0.2em]n1.south) {$\mathbi{X}$};
 
-\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n3) at ([xshift=1.5em,yshift=0em]n2.east) {$\mathbi{h}^0$};
+\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n3) at ([xshift=1.5em,yshift=0em]n2.east) {$\mathbi{h}^1$};
 
-\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n4) at ([xshift=1.5em,yshift=0em]n3.east) {$\mathbi{h}^1$};
+\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n4) at ([xshift=1.5em,yshift=0em]n3.east) {$\mathbi{h}^2$};
 
-\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n5) at ([xshift=1.5em,yshift=0em]n4.east) {$\mathbi{h}^2$};
+\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n5) at ([xshift=1.5em,yshift=0em]n4.east) {$\mathbi{h}^3$};
 
 \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) {$\mathbi{h}^{L-1}$};
+\node [anchor=west,encnode,draw=red!60!black!80,fill=red!20] (n7) at ([xshift=1em,yshift=0em]n6.east) {$\mathbi{h}^{L}$};
 
 \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=-1.5em]n4.south) {权重聚合$\mathbi{g}$};
 
@@ -27,15 +27,15 @@
 
 \node [anchor=north,rectangle,minimum height=1.5em,minimum width=2.5em,rounded corners=5pt] (n10) at ([xshift=0em,yshift=-0.2em]n9.south) {$\mathbi{y}_{<j}$};
 
-\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n11) at ([xshift=1.5em,yshift=0em]n10.east) {$\mathbi{s}^0_{j}$};
+\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n11) at ([xshift=1.5em,yshift=0em]n10.east) {$\mathbi{s}^1_{j}$};
 
-\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n12) at ([xshift=1.5em,yshift=0em]n11.east) {$\mathbi{s}^1_{j}$};
+\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n12) at ([xshift=1.5em,yshift=0em]n11.east) {$\mathbi{s}^2_{j}$};
 
-\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n13) at ([xshift=1.5em,yshift=0em]n12.east) {$\mathbi{s}^2_{j}$};
+\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n13) at ([xshift=1.5em,yshift=0em]n12.east) {$\mathbi{s}^3_{j}$};
 
 \node [anchor=west,rectangle,minimum height=1.5em,minimum width=2.5em,rounded corners=5pt] (n14) at ([xshift=1em,yshift=0em]n13.east) {$\ldots$};
 
-\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n15) at ([xshift=1em,yshift=0em]n14.east) {$\mathbi{s}^{M-1}_{j}$};
+\node [anchor=west,decnode,draw=ublue,fill=blue!10] (n15) at ([xshift=1em,yshift=0em]n14.east) {$\mathbi{s}^{M}_{j}$};
 
 \node [anchor=west,rectangle,minimum height=1.5em,minimum width=2.5em,rounded corners=5pt] (n16) at ([xshift=1.5em,yshift=0em]n15.east) {$\mathbi{y}_{j}$};
 

Chapter15/Figures/figure-main-flow-of-neural-network-structure-search.tex

 
 \begin{tikzpicture}
 \tikzstyle{node}=[draw,minimum height=1.4em,minimum width=2em,rounded corners=1pt,thick]
-
+%violet
 \begin{scope}[scale=0.36]
 \tikzstyle{every node}=[scale=0.36]
 
-\node[draw=ublue,very thick,rounded corners=3pt,drop shadow,fill=white,minimum width=40em,minimum height=25em] (rec3) at (2.25,0){};
-\node[draw=ublue,very thick,rounded corners=3pt,drop shadow,fill=white,minimum width=22em,minimum height=25em] (rec2) at (-12.4,0){};
-\node[draw=ublue,very thick,rounded corners=3pt,drop shadow,fill=white,minimum width=24em,minimum height=25em] (rec1) at (-24,0){};
+\node[draw,very thick,rounded corners=3pt,drop shadow,fill=red!30,minimum width=40em,minimum height=25em] (rec3) at (2.25,0){};
+\node[draw,very thick,rounded corners=3pt,drop shadow,fill=green!30,minimum width=22em,minimum height=25em] (rec2) at (-12.4,0){};
+\node[draw,very thick,rounded corners=3pt,drop shadow,fill=yellow!30,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{...}};
+\node[] (label1) at (-26.4,4){\Huge\bfnew{结构空间}};
+\node[align=left] at (-24,-0.5){\Huge{1.前馈神经网络} \\ [4ex] \Huge{2.卷积神经网络} \\ [4ex] \Huge{3.循环神经网络} \\  [4ex] \Huge{4. Transformer网络} \\ [4ex] \Huge{...}};
 
-\draw[ublue,very thick,-latex] (rec1.0) -- node[align=center,above,text=violet]{\huge{设计} \\ \huge{搜索} \\ \huge{空间}}(rec2.180);
+\draw[very thick,-latex] (rec1.0) -- node[align=center,above,text=ublue]{\huge\bfnew{设计} \\ \huge\bfnew{搜索} \\ \huge\bfnew{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{...}};
+\node[] (label2) at (-14.4,4){\Huge\bfnew{搜索空间}};
+\node[align=left] at (-12.4,-0.5){\Huge{循环神经网络} \\ [4ex] \Huge{1.普通RNN网络} \\ [4ex] \Huge{2. LSTM网络} \\  [4ex] \Huge{3. GRU网络} \\ [4ex] \Huge{...}};
 
-\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[very thick,-latex] (rec2.0) -- node[align=center,above,text=ublue]{\huge\bfnew{选择} \\ \huge\bfnew{搜索} \\ \huge\bfnew{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[very thick,-latex,out=-150,in=-30] (rec3.-90) to node[above,text=ublue,yshift=1em]{\huge\bfnew{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);
+\draw[very thick,-latex,out=60,in=130] ([xshift=-8em]rec3.90) to node[above,text=ublue]{\huge\bfnew{性能评估}}([xshift=8em]rec3.90);
 %right
 \node[node] (n1) at (0,0){};
 \node[node] (n2) at (1.5,0){};
@@ -52,7 +52,7 @@
 \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[] (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){};
 

Chapter15/Figures/figure-relative-position-weight.tex

@@ -27,8 +27,8 @@
     {0/0/8, 1/0/9, 2/0/10, 3/0/11, 4/0/12, 5/0/13, 6/0/14}
     \node[anchor=north] (n\k) at ([xshift=-0em,yshift=-0.5em]a\i\j.south) {\i};
 
-\node [anchor=east] (l1) at ([xshift=-0.3em,yshift=0em]n8.west) {$i$};
-\node [anchor=north] (l2) at ([xshift=0em,yshift=-0em]n7.south) {$j$};
+\node [anchor=east] (l1) at ([xshift=-0.3em,yshift=0em]n8.west) {$j$};
+\node [anchor=north] (l2) at ([xshift=0em,yshift=-0em]n7.south) {$i$};
 
 %\node [anchor=north] (n1) at ([xshift=0em,yshift=0em]a00.south west) {};