update 5 & 6

Book/Chapter6/Figures/figure-Different-regularization-methods.tex

@@ -7,10 +7,10 @@
 \tikzstyle{lnode} = [minimum height=1.5em,minimum width=3em,inner sep=3pt,rounded corners=1.5pt,draw,fill=orange!20];
 \tikzstyle{standard} = [rounded corners=3pt]
 
-\node [lnode,anchor=west] (l1) at (0,0) {\scriptsize{子层n}};
+\node [lnode,anchor=west] (l1) at (0,0) {\scriptsize{子层$n$}};
 \node [lnode,anchor=west] (l2) at ([xshift=3em]l1.east) {\scriptsize{层正则化}};
 \node [lnode,anchor=west] (l3) at ([xshift=4em]l2.east) {\scriptsize{层正则化}};
-\node [lnode,anchor=west] (l4) at ([xshift=1.5em]l3.east) {\scriptsize{子层n}};
+\node [lnode,anchor=west] (l4) at ([xshift=1.5em]l3.east) {\scriptsize{子层$n$}};
 
 \node [anchor=west] (plus1) at ([xshift=0.9em]l1.east) {\scriptsize{$\mathbf{\oplus}$}};
 \node [anchor=west] (plus2) at ([xshift=0.9em]l4.east) {\scriptsize{$\mathbf{\oplus}$}};

Book/Chapter6/Figures/figure-Position-of-difference-and-layer-regularization-in-the-model.tex

@@ -19,7 +19,7 @@
 \node [Resnode,anchor=south] (res2) at ([yshift=0.3em]ffn1.north) {\tiny{$\textbf{Add \& LayerNorm}$}};
 \node [inputnode,anchor=north west] (input1) at ([yshift=-1em]sa1.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos1) at ([yshift=-1em]sa1.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\tiny{$\textbf{编码器输入: 我  很  好}$}};
+\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\scriptsize{$\textbf{编码器输入: 我\ \ 很\ \ 好}$}};
 \node [anchor=south] (encoder) at ([xshift=0.2em,yshift=0.6em]res2.north west) {\scriptsize{\textbf{编码器}}};
 
 \draw [->] (sa1.north) -- (res1.south);
@@ -38,9 +38,9 @@
 \node [outputnode,anchor=south] (o1) at ([yshift=1em]res5.north) {\tiny{$\textbf{Output layer}$}};
 \node [inputnode,anchor=north west] (input2) at ([yshift=-1em]sa2.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos2) at ([yshift=-1em]sa2.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\tiny{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
+\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\scriptsize{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
 \node [anchor=east] (decoder) at ([xshift=-1em,yshift=-1.5em]o1.west) {\scriptsize{\textbf{解码器}}};
-\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\tiny{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
+\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\scriptsize{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
 
 \draw [->] (sa2.north) -- (res3.south);
 \draw [->] (res3.north) -- (ed1.south);

Book/Chapter6/Figures/figure-Position-of-feedforward-neural-network-in-the-model.tex

@@ -17,7 +17,7 @@
 \node [Resnode,anchor=south] (res2) at ([yshift=0.3em]ffn1.north) {\tiny{$\textbf{Add \& LayerNorm}$}};
 \node [inputnode,anchor=north west] (input1) at ([yshift=-1em]sa1.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos1) at ([yshift=-1em]sa1.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\tiny{$\textbf{编码器输入: 我  很  好}$}};
+\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\scriptsize{$\textbf{编码器输入: 我\ \ 很\ \ 好}$}};
 \node [anchor=south] (encoder) at ([xshift=0.2em,yshift=0.6em]res2.north west) {\scriptsize{\textbf{编码器}}};
 
 \draw [->] (sa1.north) -- (res1.south);
@@ -36,9 +36,9 @@
 \node [outputnode,anchor=south] (o1) at ([yshift=1em]res5.north) {\tiny{$\textbf{Output layer}$}};
 \node [inputnode,anchor=north west] (input2) at ([yshift=-1em]sa2.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos2) at ([yshift=-1em]sa2.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\tiny{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
+\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\scriptsize{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
 \node [anchor=east] (decoder) at ([xshift=-1em,yshift=-1.5em]o1.west) {\scriptsize{\textbf{解码器}}};
-\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\tiny{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
+\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\scriptsize{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
 
 \draw [->] (sa2.north) -- (res3.south);
 \draw [->] (res3.north) -- (ed1.south);

Book/Chapter6/Figures/figure-Position-of-self-attention-mechanism-in-the-model.tex

@@ -18,7 +18,7 @@
 \node [Resnode,anchor=south] (res2) at ([yshift=0.3em]ffn1.north) {\tiny{$\textbf{Add \& LayerNorm}$}};
 \node [inputnode,anchor=north west] (input1) at ([yshift=-1em]sa1.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos1) at ([yshift=-1em]sa1.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\tiny{$\textbf{编码器输入: 我  很  好}$}};
+\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\scriptsize{$\textbf{编码器输入: 我\ \ 很\ \ 好}$}};
 \node [anchor=south] (encoder) at ([xshift=0.2em,yshift=0.6em]res2.north west) {\scriptsize{\textbf{编码器}}};
 
 \draw [->] (sa1.north) -- (res1.south);
@@ -37,9 +37,9 @@
 \node [outputnode,anchor=south] (o1) at ([yshift=1em]res5.north) {\tiny{$\textbf{Output layer}$}};
 \node [inputnode,anchor=north west] (input2) at ([yshift=-1em]sa2.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos2) at ([yshift=-1em]sa2.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\tiny{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
+\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\scriptsize{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
 \node [anchor=east] (decoder) at ([xshift=-1em,yshift=-1.5em]o1.west) {\scriptsize{\textbf{解码器}}};
-\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\tiny{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
+\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\scriptsize{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
 
 \draw [->] (sa2.north) -- (res3.south);
 \draw [->] (res3.north) -- (ed1.south);

Book/Chapter6/Figures/figure-Residual-network-structure.tex

@@ -10,7 +10,7 @@
 \node [lnode,anchor=west] (l2) at ([xshift=3em]l1.east) {\scriptsize{子层2}};
 \node [lnode,anchor=west] (l3) at ([xshift=3em]l2.east) {\scriptsize{子层3}};
 \node [anchor=west,inner sep=2pt] (dot1) at ([xshift=1em]l3.east) {\scriptsize{$\textbf{...}$}};
-\node [lnode,anchor=west] (l4) at ([xshift=1em]dot1.east) {\scriptsize{子层n}};
+\node [lnode,anchor=west] (l4) at ([xshift=1em]dot1.east) {\scriptsize{子层$n$}};
 
 \node [anchor=west] (plus1) at ([xshift=0.9em]l1.east) {\scriptsize{$\mathbf{\oplus}$}};
 \node [anchor=west] (plus2) at ([xshift=0.9em]l2.east) {\scriptsize{$\mathbf{\oplus}$}};

Book/Chapter6/Figures/figure-Transformer-input-and-position-encoding.tex

@@ -17,7 +17,7 @@
 \node [Resnode,anchor=south] (res2) at ([yshift=0.3em]ffn1.north) {\tiny{$\textbf{Add \& LayerNorm}$}};
 \node [inputnode,anchor=north west] (input1) at ([yshift=-1em]sa1.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos1) at ([yshift=-1em]sa1.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\tiny{$\textbf{编码器输入: 我  很  好}$}};
+\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\scriptsize{$\textbf{编码器输入: 我\ \ 很\ \ 好}$}};
 \node [anchor=south] (encoder) at ([xshift=0.2em,yshift=0.6em]res2.north west) {\scriptsize{\textbf{编码器}}};
 
 \draw [->] (sa1.north) -- (res1.south);
@@ -36,9 +36,9 @@
 \node [outputnode,anchor=south] (o1) at ([yshift=1em]res5.north) {\tiny{$\textbf{Output layer}$}};
 \node [inputnode,anchor=north west] (input2) at ([yshift=-1em]sa2.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos2) at ([yshift=-1em]sa2.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\tiny{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
+\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\scriptsize{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
 \node [anchor=east] (decoder) at ([xshift=-1em,yshift=-1.5em]o1.west) {\scriptsize{\textbf{解码器}}};
-\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\tiny{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
+\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\scriptsize{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
 
 \draw [->] (sa2.north) -- (res3.south);
 \draw [->] (res3.north) -- (ed1.south);

Book/Chapter6/Figures/figure-transformer.tex

@@ -16,7 +16,7 @@
 \node [Resnode,anchor=south] (res2) at ([yshift=0.3em]ffn1.north) {\tiny{$\textbf{Add \& LayerNorm}$}};
 \node [inputnode,anchor=north west] (input1) at ([yshift=-1em]sa1.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos1) at ([yshift=-1em]sa1.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\tiny{$\textbf{编码器输入: 我  很  好}$}};
+\node [anchor=north] (inputs) at ([yshift=-3em]sa1.south) {\scriptsize{$\textbf{编码器输入: 我\ \ 很\ \ 好}$}};
 \node [anchor=south] (encoder) at ([xshift=0.2em,yshift=0.6em]res2.north west) {\scriptsize{\textbf{编码器}}};
 
 \draw [->] (sa1.north) -- (res1.south);
@@ -35,9 +35,9 @@
 \node [outputnode,anchor=south] (o1) at ([yshift=1em]res5.north) {\tiny{$\textbf{Output layer}$}};
 \node [inputnode,anchor=north west] (input2) at ([yshift=-1em]sa2.south west) {\tiny{$\textbf{Embedding}$}};
 \node [posnode,anchor=north east] (pos2) at ([yshift=-1em]sa2.south east) {\tiny{$\textbf{Postion}$}};
-\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\tiny{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
+\node [anchor=north] (outputs) at ([yshift=-3em]sa2.south) {\scriptsize{$\textbf{解码器输入: $<$sos$>$ I  am  fine}$}};
 \node [anchor=east] (decoder) at ([xshift=-1em,yshift=-1.5em]o1.west) {\scriptsize{\textbf{解码器}}};
-\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\tiny{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
+\node [anchor=north] (decoutputs) at ([yshift=1.5em]o1.north) {\scriptsize{$\textbf{解码器输出: I  am  fine $<$eos$>$ }$}};
 
 \draw [->] (sa2.north) -- (res3.south);
 \draw [->] (res3.north) -- (ed1.south);