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mtbookv2
Commits
3b176929
Commit
3b176929
authored
Jan 14, 2021
by
zengxin
Browse files
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Browse Files
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Plain Diff
10
parent
11979fdb
隐藏空白字符变更
内嵌
并排
正在显示
20 个修改的文件
包含
103 行增加
和
101 行删除
+103
-101
Chapter10/Figures/figure-3-base-problom-of-p.tex
+6
-6
Chapter10/Figures/figure-a-working-example-of-neural-machine-translation.tex
+3
-3
Chapter10/Figures/figure-attention-of-source-and-target-words.tex
+5
-5
Chapter10/Figures/figure-beam-search-process.tex
+3
-3
Chapter10/Figures/figure-bi-rnn.tex
+1
-1
Chapter10/Figures/figure-calculation-process-of-context-vector-c.tex
+11
-11
Chapter10/Figures/figure-data-parallel-process.tex
+4
-4
Chapter10/Figures/figure-decode-the-word-probability-distribution-at-the-first-position.tex
+1
-1
Chapter10/Figures/figure-decoding-process-based-on-greedy-method.tex
+2
-2
Chapter10/Figures/figure-double-layer-rnn.tex
+3
-3
Chapter10/Figures/figure-encoder-decoder-with-attention.tex
+14
-14
Chapter10/Figures/figure-model-structure-based-on-recurrent-neural-network-translation.tex
+2
-2
Chapter10/Figures/figure-numbers-of-wmt-systems.tex
+15
-14
Chapter10/Figures/figure-presentation-space.tex
+3
-3
Chapter10/Figures/figure-query-model-corresponding-to-attention-mechanism.tex
+9
-8
Chapter10/Figures/figure-query-model-corresponding-to-traditional-query-model-vs-attention-mechanism.tex
+5
-5
Chapter10/Figures/figure-relationship-between-learning-rate-and-number-of-updates.tex
+1
-1
Chapter10/Figures/figure-score-of-mter.tex
+1
-1
Chapter10/Figures/figure-structure-of-a-recurrent-network-model.tex
+4
-4
Chapter10/Figures/figure-structure-of-gnmt.tex
+10
-10
没有找到文件。
Chapter10/Figures/figure-3-base-problom-of-p.tex
查看文件 @
3b176929
...
...
@@ -12,7 +12,7 @@
% RNN Encoder
\coordinate
(eemb0) at (0,0);
\foreach
\x
[count=
\y
from 0] in
{
1,2,...,3
}
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
4
\base
]eemb
\y
.east)
{
\tiny
{$
\textrm
{
e
}_
x
()
$}}
;
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
6
\base
]eemb
\y
.east)
{
\tiny
{$
\textrm
{
e
}_
x
()
$}}
;
\foreach
\x
in
{
1,2,...,3
}
\node
[rnnnode,fill=blue!30!white,anchor=south]
(enc
\x
) at ([yshift=0.3
\base
]eemb
\x
.north)
{}
;
\node
[]
(enclabel1) at (enc1)
{
\tiny
{$
\mathbi
{
h
}_{
m
-
2
}$}}
;
...
...
@@ -73,7 +73,7 @@
\draw
[-latex']
(enc3.north) .. controls +(north:0.3
\base
) and +(east:
\base
) .. (bridge) .. controls +(west:2.7
\base
) and +(west:0.3
\base
) .. (dec1.west);
{
\node
[anchor=east] (line1) at ([xshift=-
3
em,yshift=0.5em]softmax1.west)
{
\scriptsize
{
基于RNN的隐层状态
$
\mathbi
{
s
}_
i
$}}
;
\node
[anchor=east] (line1) at ([xshift=-
4
em,yshift=0.5em]softmax1.west)
{
\scriptsize
{
基于RNN的隐层状态
$
\mathbi
{
s
}_
i
$}}
;
\node
[anchor=north west] (line2) at ([yshift=0.3em]line1.south west)
{
\scriptsize
{
预测目标词的概率
}}
;
\node
[anchor=north west] (line3) at ([yshift=0.3em]line2.south west)
{
\scriptsize
{
通常,用Softmax函数
}}
;
\node
[anchor=north west] (line4) at ([yshift=0.3em]line3.south west)
{
\scriptsize
{
实现
$
\funp
{
P
}
(
y
_
i|...
)
$}}
;
...
...
@@ -87,7 +87,7 @@
}
{
\node
[anchor=west] (line21) at ([xshift=
1
.3em,yshift=1.5em]enc3.east)
{
\scriptsize
{
源语编码器最后一个
}}
;
\node
[anchor=west] (line21) at ([xshift=
3
.3em,yshift=1.5em]enc3.east)
{
\scriptsize
{
源语编码器最后一个
}}
;
\node
[anchor=north west] (line22) at ([yshift=0.3em]line21.south west)
{
\scriptsize
{
循环单元的输出被
}}
;
\node
[anchor=north west] (line23) at ([yshift=0.3em]line22.south west)
{
\scriptsize
{
看作是句子的表示,
}}
;
\node
[anchor=north west] (line24) at ([yshift=0.3em]line23.south west)
{
\scriptsize
{
记为
$
\mathbi
{
C
}$}}
;
...
...
@@ -97,21 +97,21 @@
{
\node
[rectangle,inner sep=0.2em,rounded corners=1pt,fill=red!10,drop shadow,draw=red,minimum width =9em] [fit = (line1) (line2) (line3) (line4)] (box1)
{}
;
\node
[rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=red] [fit = (softmax1) (softmax2) (softmax3)] (box4)
{}
;
\draw
[->,dotted,very thick,red] ([yshift=1em,xshift=
2
.5em]box1.east) -- ([yshift=1em,xshift=0.1em]box1.east);
\draw
[->,dotted,very thick,red] ([yshift=1em,xshift=
3
.5em]box1.east) -- ([yshift=1em,xshift=0.1em]box1.east);
}
{
\node
[rectangle,inner sep=0.2em,rounded corners=1pt,fill=green!10,drop shadow,draw=ugreen,minimum width =9em] [fit = (line11) (line12) (line13) (line14)] (box2)
{}
;
\node
[rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (eemb1) (eemb2) (eemb3)] (box5)
{}
;
\node
[rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=ugreen] [fit = (demb1) (demb2) (demb3)] (box6)
{}
;
\draw
[->,dotted,very thick,ugreen] ([yshift=-1.
3em,xshift=2.5em]box2.east) -- ([yshift=-1.3
em,xshift=0.1em]box2.east);
\draw
[->,dotted,very thick,ugreen] ([yshift=-1.
7em,xshift=3.5em]box2.east) -- ([yshift=-1.7
em,xshift=0.1em]box2.east);
\draw
[->,dotted,very thick,ugreen] ([xshift=0.1em]box6.west) .. controls +(west:1) and +(east:1) .. ([yshift=1.0em]box2.east) ;
}
{
\node
[rectangle,inner sep=0.2em,rounded corners=1pt,fill=purple!10,drop shadow,draw=purple] [fit = (line21) (line22) (line23) (line24)] (box3)
{}
;
\node
[rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=purple] [fit = (enc3)] (box7)
{}
;
\draw
[->,dotted,very thick,purple] ([xshift=0.1em]box7.east) -- ([xshift=
0
.8em]box7.east) ;
\draw
[->,dotted,very thick,purple] ([xshift=0.1em]box7.east) -- ([xshift=
2
.8em]box7.east) ;
}
\end{pgfonlayer}
...
...
Chapter10/Figures/figure-a-working-example-of-neural-machine-translation.tex
查看文件 @
3b176929
...
...
@@ -10,11 +10,11 @@
% RNN Encoder
\coordinate
(eemb0) at (0,0);
\foreach
\x
[count=
\y
from 0] in
{
1,2,...,4
}
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
4
\base
]eemb
\y
.east)
{}
;
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
7
\base
]eemb
\y
.east)
{}
;
\foreach
\x
in
{
1,2,...,4
}
\node
[rnnnode,fill=blue!30!white,anchor=south]
(enc
\x
) at ([yshift=0.5
\base
]eemb
\x
.north)
{}
;
\node
[wordnode,left=0.4\base of enc1,font=\footnotesize]
(init)
{
0
}
;
\node
[wordnode,anchor=east]
(init2) at ([xshift=-3
.0
em]init.west)
{}
;
\node
[wordnode,anchor=east]
(init2) at ([xshift=-3em]init.west)
{}
;
{
\node
[rnnnode,fill=purple]
(repr) at (enc4)
{}
;
\node
[wordnode]
(label) at ([yshift=2.5em]enc4.north)
{
...
...
@@ -35,7 +35,7 @@
% RNN Decoder
\foreach
\x
in
{
1,2,...,4
}
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south]
(demb
\x
) at ([xshift=
9
.5em,yshift=-3.9em]enc
\x
.north)
{}
;
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south]
(demb
\x
) at ([xshift=
12
.5em,yshift=-3.9em]enc
\x
.north)
{}
;
\foreach
\x
in
{
1,2,...,4
}
\node
[rnnnode,fill=blue!30!white,anchor=south]
(dec
\x
) at ([yshift=0.5
\base
]demb
\x
.north)
{}
;
\foreach
\x
in
{
1,2,...,4
}
...
...
Chapter10/Figures/figure-attention-of-source-and-target-words.tex
查看文件 @
3b176929
...
...
@@ -11,7 +11,7 @@
%\setlength{\mystep}{1.6em}
\foreach
\x
in
{
1,2,...,6
}
\node
[]
(s
\x
) at (
\x
*
1.6
em,0)
{}
;
\node
[]
(s
\x
) at (
\x
*
2
em,0)
{}
;
\node
[] (ws1) at (s1)
{
\scriptsize
{
这
}}
;
\node
[] (ws2) at (s2)
{
\scriptsize
{
是
}}
;
...
...
@@ -21,7 +21,7 @@
\node
[] (ws6) at (s6)
{
\scriptsize
{
句子
}}
;
\foreach
\x
in
{
1,2,...,6
}
\node
[]
(t
\x
) at (
\x
*
1.6em + 2.4
in,0)
{}
;
\node
[]
(t
\x
) at (
\x
*
2em + 2.8
in,0)
{}
;
\node
[] (wt1) at (t1)
{
\scriptsize
{
This
}}
;
\node
[] (wt2) at (t2)
{
\scriptsize
{
is
}}
;
...
...
@@ -30,9 +30,9 @@
\node
[] (wt5) at (t5)
{
\scriptsize
{
long
}}
;
\node
[] (wt6) at ([xshift=1em]t6)
{
\scriptsize
{
sentence
}}
;
\node
[anchor=south west,fill=red!30,minimum width=1.
6in,minimum height=1.5em] (encoder) at ([yshift=1.0
em]ws1.north west)
{
\footnotesize
{
Encoder
}}
;
\node
[anchor=west,fill=
blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=4.5em]encoder.east)
{
\footnotesize
{
Decoder
}}
;
\node
[anchor=west,fill=
green!30,minimum height=1.5em] (representation) at ([xshift=1em]encoder.east)
{
\footnotesize
{
表示
}}
;
\node
[anchor=south west,fill=red!30,minimum width=1.
9in,minimum height=1.5em] (encoder) at ([yshift=1.0em,xshift=-0.4
em]ws1.north west)
{
\footnotesize
{
Encoder
}}
;
\node
[anchor=west,fill=
green!30,minimum height=1.5em] (representation) at ([xshift=2em]encoder.east)
{
\footnotesize
{
表示
}}
;
\node
[anchor=west,fill=
blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=2em]representation.east)
{
\footnotesize
{
Decoder
}}
;
\draw
[->,thick] ([xshift=1pt]encoder.east)--([xshift=-1pt]representation.west);
\draw
[->,thick] ([xshift=1pt]representation.east)--([xshift=-1pt]decoder.west);
...
...
Chapter10/Figures/figure-beam-search-process.tex
查看文件 @
3b176929
...
...
@@ -5,7 +5,7 @@
\begin{tikzpicture}
\begin{scope}
\tikzstyle
{
rnnnode
}
= [minimum height=1.1em,minimum width=
3.5
em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20];
\tikzstyle
{
rnnnode
}
= [minimum height=1.1em,minimum width=
4
em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20];
\tikzstyle
{
wnode
}
= [minimum height=1.0em,minimum width=3.5em,inner sep=2pt,rounded corners=1pt,draw,fill=white];
...
...
@@ -137,13 +137,13 @@
}
{
\node
[anchor=east] (vocab) at ([xshift=-
5
em]s1.west)
{
\tiny
{$
\begin
{
bmatrix
}
\textrm
{
Have
}
&
0
.
50
\\
\textrm
{
I
}
&
0
.
02
\\
\textrm
{
it
}
&
0
.
03
\\
\textrm
{
has
}
&
0
.
30
\\
\textrm
{
you
}
&
0
.
01
\\
\textrm
{
the
}
&
0
.
01
\\
\textrm
{
a
}
&
0
.
01
\\
\textrm
{
an
}
&
0
.
02
\\
\textrm
{
he
}
&
0
.
03
\\
\textrm
{
she
}
&
0
.
01
\\
\textrm
{
are
}
&
0
.
00
\\
\textrm
{
am
}
&
0
.
01
\\
...
&
...
\end
{
bmatrix
}$}}
;
\node
[anchor=east] (vocab) at ([xshift=-
8
em]s1.west)
{
\tiny
{$
\begin
{
bmatrix
}
\textrm
{
Have
}
&
0
.
50
\\
\textrm
{
I
}
&
0
.
02
\\
\textrm
{
it
}
&
0
.
03
\\
\textrm
{
has
}
&
0
.
30
\\
\textrm
{
you
}
&
0
.
01
\\
\textrm
{
the
}
&
0
.
01
\\
\textrm
{
a
}
&
0
.
01
\\
\textrm
{
an
}
&
0
.
02
\\
\textrm
{
he
}
&
0
.
03
\\
\textrm
{
she
}
&
0
.
01
\\
\textrm
{
are
}
&
0
.
00
\\
\textrm
{
am
}
&
0
.
01
\\
...
&
...
\end
{
bmatrix
}$}}
;
\node
[anchor=south] (vocablabel) at (vocab.north)
{
\scriptsize
{
单词的概率分布
}}
;
\draw
[->,red,very thick,dotted] (o1.west) .. controls +(west:1) and +(east:2) .. ([yshift=1em]vocab.south east);
}
{
\node
[anchor=east,inner sep=1pt] (vocabtopn) at ([xshift=-
0
.5em,yshift=-0.5em]wo1.west)
{
\scriptsize
{$
\begin
{
bmatrix
}
\textrm
{
Have
}
\\
\textrm
{
has
}
\\
\textrm
{
it
}
\end
{
bmatrix
}$}}
;
\node
[anchor=east,inner sep=1pt] (vocabtopn) at ([xshift=-
1
.5em,yshift=-0.5em]wo1.west)
{
\scriptsize
{$
\begin
{
bmatrix
}
\textrm
{
Have
}
\\
\textrm
{
has
}
\\
\textrm
{
it
}
\end
{
bmatrix
}$}}
;
\draw
[->] ([yshift=-1.6em,xshift=-0.4em]vocab.north east) .. controls +(east:1) and +(west:1) .. ([xshift=0.1em,yshift=0.4em]vocabtopn.west) node [pos=0.3,below] (topnlabel)
{
\scriptsize
{
top-3
}}
;
{
...
...
Chapter10/Figures/figure-bi-rnn.tex
查看文件 @
3b176929
...
...
@@ -13,7 +13,7 @@
% RNN Encoder
\coordinate
(eemb0) at (0,0);
\foreach
\x
[count=
\y
from 0] in
{
1,2,...,10
}
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
4
\base
]eemb
\y
.east)
{}
;
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
7
\base
]eemb
\y
.east)
{}
;
\foreach
\x
in
{
1,2,...,10
}
\node
[rnnnode,fill=blue!30!white,anchor=south]
(backenc
\x
) at ([yshift=0.5
\base
]eemb
\x
.north)
{}
;
\foreach
\x
in
{
1,2,...,10
}
...
...
Chapter10/Figures/figure-calculation-process-of-context-vector-c.tex
查看文件 @
3b176929
...
...
@@ -8,25 +8,25 @@
\begin{scope}
\node
[anchor=west,draw,fill=red!
2
0!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h1) at (0,0)
{
\scriptsize
{$
\mathbi
{
h
}_
1
$}}
;
\node
[anchor=west,draw,fill=red!
20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h2) at ([xshift=1
em]h1.east)
{
\scriptsize
{$
\mathbi
{
h
}_
2
$}}
;
\node
[anchor=west,inner sep=0pt,minimum width=3em] (h3) at ([xshift=
0.5
em]h2.east)
{
\scriptsize
{
...
}}
;
\node
[anchor=west,draw,fill=red!
20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h4) at ([xshift=0.5
em]h3.east)
{
\scriptsize
{$
\mathbi
{
h
}_
m
$}}
;
\node
[anchor=west,draw,fill=red!
3
0!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h1) at (0,0)
{
\scriptsize
{$
\mathbi
{
h
}_
1
$}}
;
\node
[anchor=west,draw,fill=red!
30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h2) at ([xshift=2
em]h1.east)
{
\scriptsize
{$
\mathbi
{
h
}_
2
$}}
;
\node
[anchor=west,inner sep=0pt,minimum width=3em] (h3) at ([xshift=
1
em]h2.east)
{
\scriptsize
{
...
}}
;
\node
[anchor=west,draw,fill=red!
30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (h4) at ([xshift=1
em]h3.east)
{
\scriptsize
{$
\mathbi
{
h
}_
m
$}}
;
\node
[anchor=south,circle,minimum size=1.0em,draw,ublue,thick] (sum) at ([yshift=2em]h2.north east)
{}
;
\draw
[thick,-,ublue] (sum.north) -- (sum.south);
\draw
[thick,-,ublue] (sum.west) -- (sum.east);
\node
[anchor=south,draw,fill=green!
2
0!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th1) at ([yshift=2em,xshift=-1em]sum.north west)
{
\scriptsize
{$
\mathbi
{
s
}_{
j
-
1
}$}}
;
\node
[anchor=west,draw,fill=green!
20!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th2) at ([xshift=2
em]th1.east)
{
\scriptsize
{$
\mathbi
{
s
}_{
j
}$}}
;
\node
[anchor=south,draw,fill=green!
3
0!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th1) at ([yshift=2em,xshift=-1em]sum.north west)
{
\scriptsize
{$
\mathbi
{
s
}_{
j
-
1
}$}}
;
\node
[anchor=west,draw,fill=green!
30!white,inner sep=3pt,minimum width=2em,minimum height=1.2em] (th2) at ([xshift=2.5
em]th1.east)
{
\scriptsize
{$
\mathbi
{
s
}_{
j
}$}}
;
\draw
[->] (h1.north) .. controls +(north:0.8) and +(west:1) .. (sum.190) node [pos=0.2,left]
{
\scriptsize
{$
\alpha
_{
1
,j
}$}}
;
\draw
[->] (h2.north) .. controls +(north:0.6) and +(220:0.2) .. (sum.220) node [pos=0.2,right]
{
\scriptsize
{$
\alpha
_{
2
,j
}$}}
;
\draw
[->] (h4.north) .. controls +(north:0.8) and +(east:1) .. (sum.-10) node [pos=0.1,left] (alphan)
{
\scriptsize
{$
\alpha
_{
m,j
}$}}
;
\draw
[->] ([xshift=-
1.5
em]th1.west) -- ([xshift=-0.1em]th1.west);
\draw
[->] ([xshift=-
2
em]th1.west) -- ([xshift=-0.1em]th1.west);
\draw
[->] ([xshift=0.1em]th1.east) -- ([xshift=-0.1em]th2.west);
\draw
[->] ([xshift=0.1em]th2.east) -- ([xshift=
1.5
em]th2.east);
\draw
[->] ([xshift=0.1em]th2.east) -- ([xshift=
2
em]th2.east);
\draw
[->] (sum.north) .. controls +(north:0.8) and +(west:0.2) .. ([yshift=-0.4em,xshift=-0.1em]th2.west) node [pos=0.2,right] (ci)
{
\scriptsize
{$
\mathbi
{
C
}_{
j
}$}}
;
\node
[anchor=south,inner sep=1pt] (output) at ([yshift=0.8em]th2.north)
{
\scriptsize
{
输出层
}}
;
...
...
@@ -39,7 +39,7 @@
\node
[anchor=north] (enc42) at ([yshift=0.5em]enc4.south)
{
\scriptsize
{
(位置
$
m
$
)
}}
;
{
\node
[anchor=west] (math1) at ([xshift=
5
em,yshift=1em]th2.east)
{$
\mathbi
{
C
}_
j
=
\sum
_{
i
}
\alpha
_{
i,j
}
\mathbi
{
h
}_
i
$
\ \ \ \
}
;
\node
[anchor=west] (math1) at ([xshift=
7
em,yshift=1em]th2.east)
{$
\mathbi
{
C
}_
j
=
\sum
_{
i
}
\alpha
_{
i,j
}
\mathbi
{
h
}_
i
$
\ \ \ \
}
;
}
{
\node
[anchor=north west] (math2) at ([yshift=-2em,xshift=-0.2em]math1.south west)
{$
\alpha
_{
i,j
}
=
\frac
{
\exp
(
\beta
_{
i,j
}
)
}{
\sum
_{
i'
}
\exp
(
\beta
_{
i',j
}
)
}$}
;
...
...
@@ -48,10 +48,10 @@
\begin{pgfonlayer}
{
background
}
{
\node
[rectangle,inner sep=0.4em,rounded corners=1pt,fill=blue!
1
0,drop shadow,minimum width=9.5em] [fit = (math1)] (box1)
{}
;
\node
[rectangle,inner sep=0.4em,rounded corners=1pt,fill=blue!
2
0,drop shadow,minimum width=9.5em] [fit = (math1)] (box1)
{}
;
}
{
\node
[rectangle,inner sep=0.4em,rounded corners=1pt,fill=orange!
1
0,drop shadow,minimum width=9.5em] [fit = (math2) (math3)] (box2)
{}
;
\node
[rectangle,inner sep=0.4em,rounded corners=1pt,fill=orange!
2
0,drop shadow,minimum width=9.5em] [fit = (math2) (math3)] (box2)
{}
;
}
\end{pgfonlayer}
...
...
Chapter10/Figures/figure-data-parallel-process.tex
查看文件 @
3b176929
...
...
@@ -17,7 +17,7 @@
\node
[samplenode,anchor=south west,font=
\scriptsize
] (batch
\i
) at ([shift=
{
(-1em,-0.5em)
}
]batch
\j
.south west)
{
句子
\k
}
;
\draw
[decorate,decoration=
{
brace
}
] (batch1.south east) to node [auto,rotate=30,anchor=north,font=
\scriptsize
]
{
batch大小
}
(batch3.south east);
\node
[samplenode,anchor=west,font=
\scriptsize
] (sample2) at ([xshift=
4
em]batch2.east)
{
句子2
}
;
\node
[samplenode,anchor=west,font=
\scriptsize
] (sample2) at ([xshift=
5
em]batch2.east)
{
句子2
}
;
\node
[samplenode,anchor=south,font=
\scriptsize
] (sample3) at ([yshift=3em]sample2.north)
{
句子3
}
;
\node
[samplenode,anchor=north,font=
\scriptsize
] (sample1) at ([yshift=-3em]sample2.south)
{
句子1
}
;
...
...
@@ -26,18 +26,18 @@
\foreach
\i
in
{
1,2,3
}
{
\coordinate
(start) at ([xshift=
2
em]sample
\i
.east);
\coordinate
(start) at ([xshift=
3
em]sample
\i
.east);
\node
[wordnode,anchor=west] (rnn0) at (start)
{$
0
$}
;
\foreach
\j
[count=
\k
from 0] in
{
1,2,3
}
{
\node
[rnnnode,anchor=west] (rnn
\j
) at ([xshift=1em]rnn
\k
.east)
{}
;
\node
[rnnnode,anchor=west] (rnn
\j
) at ([xshift=1
.5
em]rnn
\k
.east)
{}
;
\draw
[-latex'] (rnn
\k
) to (rnn
\j
);
\coordinate
(in
\j
) at ([yshift=-1em]rnn
\j
.south);
\draw
[-latex'] (in
\j
) to (rnn
\j
.south);
\coordinate
(out
\j
) at ([yshift=1em]rnn
\j
.north);
\draw
[-latex'] (rnn
\j
.north) to (out
\j
);
}
\node
[wordnode,anchor=west] (rnn4) at ([xshift=1em]rnn3.east)
{$
\cdots
$}
;
\node
[wordnode,anchor=west] (rnn4) at ([xshift=1
.5
em]rnn3.east)
{$
\cdots
$}
;
\draw
[-latex'] (rnn3) to (rnn4);
\node
[draw,densely dashed,thick,rounded corners=0.3em,fit=(start) (in3) (out3) (rnn4),label=
{
[font=
\footnotesize
,rotate=90,anchor=north]0:设备
\i
}
] (rnn)
{}
;
\draw
[->,double] ([xshift=3pt]sample
\i
.east) -- ([xshift=-3pt]rnn.west);
...
...
Chapter10/Figures/figure-decode-the-word-probability-distribution-at-the-first-position.tex
查看文件 @
3b176929
...
...
@@ -42,7 +42,7 @@
}
{
\node
[anchor=east] (vocab) at ([xshift=-
5
em]s1.west)
{
\tiny
{$
\begin
{
bmatrix
}
\textrm
{
Have
}
&
0
.
50
\\
\textrm
{
I
}
&
0
.
02
\\
\textrm
{
it
}
&
0
.
03
\\
\textrm
{
has
}
&
0
.
30
\\
\textrm
{
you
}
&
0
.
01
\\
\textrm
{
the
}
&
0
.
01
\\
\textrm
{
a
}
&
0
.
01
\\
\textrm
{
an
}
&
0
.
02
\\
\textrm
{
he
}
&
0
.
03
\\
\textrm
{
she
}
&
0
.
01
\\
\textrm
{
are
}
&
0
.
00
\\
\textrm
{
am
}
&
0
.
01
\\
...
&
...
\end
{
bmatrix
}$}}
;
\node
[anchor=east] (vocab) at ([xshift=-
7
em]s1.west)
{
\tiny
{$
\begin
{
bmatrix
}
\textrm
{
Have
}
&
0
.
50
\\
\textrm
{
I
}
&
0
.
02
\\
\textrm
{
it
}
&
0
.
03
\\
\textrm
{
has
}
&
0
.
30
\\
\textrm
{
you
}
&
0
.
01
\\
\textrm
{
the
}
&
0
.
01
\\
\textrm
{
a
}
&
0
.
01
\\
\textrm
{
an
}
&
0
.
02
\\
\textrm
{
he
}
&
0
.
03
\\
\textrm
{
she
}
&
0
.
01
\\
\textrm
{
are
}
&
0
.
00
\\
\textrm
{
am
}
&
0
.
01
\\
...
&
...
\end
{
bmatrix
}$}}
;
\node
[anchor=south] (vocablabel) at (vocab.north)
{
\scriptsize
{
单词的概率分布
}}
;
\draw
[->,red,very thick,dotted] (o1.west) .. controls +(west:1) and +(east:2) .. ([yshift=1em]vocab.south east);
}
...
...
Chapter10/Figures/figure-decoding-process-based-on-greedy-method.tex
查看文件 @
3b176929
\begin{tikzpicture}
\begin{scope}
\tikzstyle
{
rnnnode
}
= [minimum height=1.1em,minimum width=2.
1
em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20];
\tikzstyle
{
rnnnode
}
= [minimum height=1.1em,minimum width=2.
7
em,inner sep=2pt,rounded corners=1pt,draw,fill=red!20];
\node
[rnnnode,anchor=west] (h1) at (0,0)
{
\tiny
{$
\mathbi
{
h
}_
1
$}}
;
\node
[anchor=west] (h2) at ([xshift=1em]h1.east)
{
\tiny
{
...
}}
;
...
...
@@ -139,7 +139,7 @@
\draw
[->] ([yshift=-0.3em]s1.west) .. controls +(west:2) and +(-50:0.3) .. (c2.-40);
}
{
\draw
[->] (c2.0) -- ([xshift=1.
2in]c2.0) -- ([yshift=0.3em,xshift=-1.2
em]s2.west) -- ([yshift=0.3em,xshift=-0.1em]s2.west);
\draw
[->] (c2.0) -- ([xshift=1.
4in]c2.0) -- ([yshift=0.3em,xshift=-1
em]s2.west) -- ([yshift=0.3em,xshift=-0.1em]s2.west);
}
{
...
...
Chapter10/Figures/figure-double-layer-rnn.tex
查看文件 @
3b176929
...
...
@@ -10,7 +10,7 @@
% RNN Encoder
\coordinate
(eemb0) at (0,0);
\foreach
\x
[count=
\y
from 0] in
{
1,2,...,10
}
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
4
\base
]eemb
\y
.east)
{}
;
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
7
\base
]eemb
\y
.east)
{}
;
\foreach
\x
in
{
1,2,...,10
}
\node
[rnnnode,fill=blue!30!white,anchor=south]
(enc1
\x
) at ([yshift=0.3
\base
]eemb
\x
.north)
{}
;
\foreach
\x
in
{
1,2,...,10
}
...
...
@@ -121,10 +121,10 @@
}
\coordinate
(bridge) at ([yshift=1.4
\base
]enc16.north west);
\draw
[-latex']
(enc210.north) .. controls +(north:0.
4
\base
) and +(east:1.5
\base
) .. (bridge) .. controls +(west:8.0
\base
) and +(south west:0
.8
\base
) .. (dec21.west);
\draw
[-latex']
(enc210.north) .. controls +(north:0.
6
\base
) and +(east:2
\base
) .. (bridge) .. controls +(west:8.0
\base
) and +(south west:2
.8
\base
) .. (dec21.west);
\coordinate
(bridge) at ([yshift=1.6
\base
]enc16.north west);
\draw
[-latex']
(
enc110.east) .. controls +(east:0.5
\base
) and +(east:8
\base
) .. (bridge) .. controls +(west:7.5
\base
) and +(south west:0.1
\base
) .. (dec11.west);
\draw
[-latex']
(
[yshift=-0.5em]enc110.east) .. controls +(north:1.5
\base
) and +(east:8
\base
) .. (bridge) .. controls +(west:7.5
\base
) and +(south west:1.2
\base
) .. (dec11.west);
% stack RNN
\begin{pgfonlayer}
{
background
}
...
...
Chapter10/Figures/figure-encoder-decoder-with-attention.tex
查看文件 @
3b176929
...
...
@@ -11,7 +11,7 @@
%%% a simple encoder-decoder model
\begin{scope}
\foreach
\x
in
{
1,2,...,6
}
\node
[]
(s
\x
) at (
\x
*
1.6
em,0)
{}
;
\node
[]
(s
\x
) at (
\x
*
2
em,0)
{}
;
\node
[] (ws1) at (s1)
{
\scriptsize
{
这
}}
;
\node
[] (ws2) at (s2)
{
\scriptsize
{
是
}}
;
...
...
@@ -21,7 +21,7 @@
\node
[] (ws6) at (s6)
{
\scriptsize
{
句子
}}
;
\foreach
\x
in
{
1,2,...,6
}
\node
[]
(t
\x
) at (
\x
*
1.6em + 2.4
in,0)
{}
;
\node
[]
(t
\x
) at (
\x
*
2em + 2.8
in,0)
{}
;
\node
[] (wt1) at (t1)
{
\scriptsize
{
This
}}
;
\node
[] (wt2) at (t2)
{
\scriptsize
{
is
}}
;
...
...
@@ -30,9 +30,9 @@
\node
[] (wt5) at (t5)
{
\scriptsize
{
long
}}
;
\node
[] (wt6) at ([xshift=1em]t6)
{
\scriptsize
{
sentence
}}
;
\node
[anchor=south west,fill=red!30,minimum width=1.
6in,minimum height=1.5em] (encoder) at ([yshift=1.0
em]ws1.north west)
{
\footnotesize
{
Encoder
}}
;
\node
[anchor=west,fill=
blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=4.5em]encoder.east)
{
\footnotesize
{
Decoder
}}
;
\node
[anchor=west,fill=
green!30,minimum height=1.5em] (representation) at ([xshift=1em]encoder.east)
{
\footnotesize
{
表示
}}
;
\node
[anchor=south west,fill=red!30,minimum width=1.
9in,minimum height=1.5em] (encoder) at ([yshift=1.0em,xshift=-0.4
em]ws1.north west)
{
\footnotesize
{
Encoder
}}
;
\node
[anchor=west,fill=
green!30,minimum height=1.5em] (representation) at ([xshift=2em]encoder.east)
{
\footnotesize
{
表示
}}
;
\node
[anchor=west,fill=
blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=2em]representation.east)
{
\footnotesize
{
Decoder
}}
;
\draw
[->,thick] ([xshift=1pt]encoder.east)--([xshift=-1pt]representation.west);
\draw
[->,thick] ([xshift=1pt]representation.east)--([xshift=-1pt]decoder.west);
...
...
@@ -42,7 +42,7 @@
\foreach
\x
in
{
1,2,...,5
}
\draw
[<-]
([yshift=0.1em]t
\x
.north) -- ([yshift=1.2em]t
\x
.north);
\draw
[<-]
([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north);
\draw
[<-
,thick
]
([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north);
\node
[anchor=north] (cap) at ([xshift=2em,yshift=-2.5em]encoder.south east)
{
\small
{
(a) 简单的编码器-解码器框架
}}
;
\end{scope}
...
...
@@ -50,7 +50,7 @@
%%% a encoder-decoder model with attention
\begin{scope}
[yshift=-1.7in]
\foreach
\x
in
{
1,2,...,6
}
\node
[]
(s
\x
) at (
\x
*
1.6
em,0)
{}
;
\node
[]
(s
\x
) at (
\x
*
2
em,0)
{}
;
\node
[] (ws1) at (s1)
{
\scriptsize
{
这
}}
;
\node
[] (ws2) at (s2)
{
\scriptsize
{
是
}}
;
...
...
@@ -60,7 +60,7 @@
\node
[] (ws6) at (s6)
{
\scriptsize
{
句子
}}
;
\foreach
\x
in
{
1,2,...,6
}
\node
[]
(t
\x
) at (
\x
*
1.6em + 2.4
in,0)
{}
;
\node
[]
(t
\x
) at (
\x
*
2em + 2.8
in,0)
{}
;
\node
[] (wt1) at (t1)
{
\scriptsize
{
This
}}
;
\node
[] (wt2) at (t2)
{
\scriptsize
{
is
}}
;
...
...
@@ -69,8 +69,8 @@
\node
[] (wt5) at (t5)
{
\scriptsize
{
long
}}
;
\node
[] (wt6) at ([xshift=1em]t6)
{
\scriptsize
{
sentence
}}
;
\node
[anchor=south west,fill=red!30,minimum width=1.
6in,minimum height=1.5em] (encoder) at ([yshift=1.0
em]ws1.north west)
{
\footnotesize
{
Encoder
}}
;
\node
[anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=
4.5
em]encoder.east)
{
\footnotesize
{
Decoder
}}
;
\node
[anchor=south west,fill=red!30,minimum width=1.
9in,minimum height=1.5em] (encoder) at ([yshift=1.0em,xshift=-0.4
em]ws1.north west)
{
\footnotesize
{
Encoder
}}
;
\node
[anchor=west,fill=blue!30,minimum width=1.9in,minimum height=1.5em] (decoder) at ([xshift=
6.4
em]encoder.east)
{
\footnotesize
{
Decoder
}}
;
\foreach
\x
in
{
1,2,...,6
}
\draw
[->]
([yshift=0.1em]s
\x
.north) -- ([yshift=1.2em]s
\x
.north);
...
...
@@ -78,11 +78,11 @@
\foreach
\x
in
{
1,2,...,5
}
\draw
[<-]
([yshift=0.1em]t
\x
.north) -- ([yshift=1.2em]t
\x
.north);
\draw
[<-]
([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north);
\draw
[<-
,thick
]
([yshift=0.1em,xshift=1em]t6.north) -- ([yshift=1.2em,xshift=1em]t6.north);
\draw
[->] ([yshift=3em]s6.north) -- ([yshift=4em]s6.north) -- ([yshift=4em]t1.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c1)
{
\scriptsize
{
表示
$
\mathbi
{
C
}_
1
$}}
-- ([yshift=3em]t1.north) ;
\draw
[->] ([yshift=3em]s5.north) -- ([yshift=5.3em]s5.north) -- ([yshift=5.3em]t2.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c2)
{
\scriptsize
{
表示
$
\mathbi
{
C
}_
2
$}}
-- ([yshift=3em]t2.north) ;
\draw
[->] ([yshift=3.5em]s3.north) -- ([yshift=6.6em]s3.north) -- ([yshift=6.6em]t4.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c3)
{
\scriptsize
{
表示
$
\mathbi
{
C
}_
i
$}}
-- ([yshift=3.5em]t4.north) ;
\draw
[->
,thick
] ([yshift=3em]s6.north) -- ([yshift=4em]s6.north) -- ([yshift=4em]t1.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c1)
{
\scriptsize
{
表示
$
\mathbi
{
C
}_
1
$}}
-- ([yshift=3em]t1.north) ;
\draw
[->
,thick
] ([yshift=3em]s5.north) -- ([yshift=5.3em]s5.north) -- ([yshift=5.3em]t2.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c2)
{
\scriptsize
{
表示
$
\mathbi
{
C
}_
2
$}}
-- ([yshift=3em]t2.north) ;
\draw
[->
,thick
] ([yshift=3.5em]s3.north) -- ([yshift=6.6em]s3.north) -- ([yshift=6.6em]t4.north) node [pos=0.5,fill=green!30,inner sep=2pt] (c3)
{
\scriptsize
{
表示
$
\mathbi
{
C
}_
i
$}}
-- ([yshift=3.5em]t4.north) ;
\node
[anchor=north] (smore) at ([yshift=3.5em]s3.north)
{
...
}
;
\node
[anchor=north] (tmore) at ([yshift=3.5em]t4.north)
{
...
}
;
...
...
Chapter10/Figures/figure-model-structure-based-on-recurrent-neural-network-translation.tex
查看文件 @
3b176929
...
...
@@ -11,7 +11,7 @@
% RNN Encoder
\coordinate
(eemb0) at (0,0);
\foreach
\x
[count=
\y
from 0] in
{
1,2,...,10
}
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
4
\base
]eemb
\y
.east)
{}
;
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west]
(eemb
\x
) at ([xshift=0.
7
\base
]eemb
\y
.east)
{}
;
\foreach
\x
in
{
1,2,...,10
}
\node
[rnnnode,fill=blue!30!white,anchor=south]
(enc
\x
) at ([yshift=0.5
\base
]eemb
\x
.north)
{}
;
\node
[wordnode,left=0.4\base of enc1]
(init)
{$
0
$}
;
...
...
@@ -114,7 +114,7 @@
% legend
\begin{scope}
[shift=
{
(10
\base
,2.5
\base
)
}
]
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,label={[label distance=3pt,font=\scriptsize]
0:词嵌入层
}
] (emb) at (
0
,0)
{}
;
\node
[rnnnode,minimum height=0.5\base,fill=green!30!white,label={[label distance=3pt,font=\scriptsize]
0:词嵌入层
}
] (emb) at (
3
,0)
{}
;
\node
[rnnnode,fill=blue!30!white,anchor=north west,label={[label distance=3pt,font=\scriptsize]
0:循环单元
}
] (rnn) at ([yshift=2
\base
]emb.south west)
{}
;
\node
[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=north west,label={[label distance=3pt,font=\scriptsize]
0:输出层
}
] (softmax) at ([yshift=2
\base
]rnn.south west)
{}
;
\node
[anchor=north west] (softmax2) at ([xshift=0.6
\base
]softmax.south west)
{
\scriptsize
{
Softmax
}}
;
...
...
Chapter10/Figures/figure-numbers-of-wmt-systems.tex
查看文件 @
3b176929
...
...
@@ -5,7 +5,7 @@
\begin{tikzpicture}
\begin{scope}
[local bounding box=WMT]
\draw
[->,thick]
(0.4,0) to (
9
.5,0);
\draw
[->,thick]
(0.4,0) to (
11
.5,0);
\draw
[->,thick]
(0.4,-0) to (0.4,4.3);
\draw
[thick]
(0.4,2) to (0.6,2);
\draw
[thick]
(0.4,4) to (0.6,4);
...
...
@@ -13,38 +13,38 @@
\node
[font=\scriptsize]
at (0,4)
{
20
}
;
% 2015
\node
[minimum width=0.
5
cm,thick,minimum height=7*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2015) at (1.5*0.7,0.5pt)
{}
;
\node
[minimum width=0.
5
cm,thick,minimum height=2*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2015) at (smt2015.south east)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=7*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2015) at (1.5*0.7,0.5pt)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=2*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2015) at (smt2015.south east)
{}
;
\node
[font=\scriptsize,anchor=north]
() at ([yshift=-0.2em]smt2015.south east)
{
2015
}
;
% 2016
\node
[minimum width=0.
5
cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2016) at (
$
(
nmt
2015
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
5
cm,thick,minimum height=8*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2016) at (smt2016.south east)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2016) at (
$
(
nmt
2015
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=8*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2016) at (smt2016.south east)
{}
;
\node
[font=\scriptsize,anchor=north]
() at ([yshift=-0.2em]smt2016.south east)
{
2016
}
;
% 2017
\node
[minimum width=0.
5
cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2017) at (
$
(
nmt
2016
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
5
cm,thick,minimum height=13*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2017) at (smt2017.south east)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=3*0.2cm,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2017) at (
$
(
nmt
2016
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=13*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2017) at (smt2017.south east)
{}
;
\node
[font=\scriptsize,anchor=north]
() at ([yshift=-0.2em]smt2017.south east)
{
2017
}
;
% 2018
\node
[minimum width=0.
5
cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2018) at (
$
(
nmt
2017
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
5
cm,thick,minimum height=14*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2018) at (smt2018.south east)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2018) at (
$
(
nmt
2017
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=14*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2018) at (smt2018.south east)
{}
;
\node
[font=\scriptsize,anchor=north]
() at ([yshift=-0.2em]smt2018.south east)
{
2018
}
;
% 2019
\node
[minimum width=0.
5
cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2019) at (
$
(
nmt
2018
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
5
cm,thick,minimum height=21*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2019) at (smt2019.south east)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=0cm,draw,fill=blue!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(smt2019) at (
$
(
nmt
2018
.south east
)+(
0
.
7
,
0
)
$
)
{}
;
\node
[minimum width=0.
7
cm,thick,minimum height=21*0.2cm,fill=red!30!white,inner sep=0pt,outer sep=0pt,anchor=south west]
(nmt2019) at (smt2019.south east)
{}
;
\node
[font=\scriptsize,anchor=north]
() at ([yshift=-0.2em]smt2019.south east)
{
2019
}
;
\end{scope}
% legend
\ExtractX
{$
(
nmt
2015
.west
)
$}
\ExtractY
{$
(
WMT.north
)
$}
\node
[minimum width=0.
5
cm,rectangle,fill=blue!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]
0:统计机器翻译
}
] () at (
\XCoord
,
\YCoord
)
{}
;
\node
[minimum width=0.
7
cm,rectangle,fill=blue!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]
0:统计机器翻译
}
] () at (
\XCoord
,
\YCoord
)
{}
;
\ExtractX
{$
(
nmt
2017
.west
)
$}
\node
[minimum width=0.
5
cm,rectangle,fill=red!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]
0:神经机器翻译
}
] () at (
\XCoord
,
\YCoord
)
{}
;
\node
[minimum width=0.
7
cm,rectangle,fill=red!30!white,anchor=north west,label={[label distance=1pt,font=\scriptsize]
0:神经机器翻译
}
] () at (
\XCoord
,
\YCoord
)
{}
;
% \node[font=\normalsize,rotate=90] () at ([xshift=-1em]WMT.west) {数量};
\node
[font=\normalsize]
() at (0.4,4.5)
{
数量
}
;
\node
[font=\normalsize]
() at (
9
.5,-0.3)
{
年份
}
;
\node
[font=\normalsize]
() at (
11
.5,-0.3)
{
年份
}
;
\end{tikzpicture}
\ No newline at end of file
Chapter10/Figures/figure-presentation-space.tex
查看文件 @
3b176929
...
...
@@ -19,13 +19,13 @@
\end{scope}
\begin{scope}
[xshift=1.
3
in]
\begin{scope}
[xshift=1.
8
in]
\node
[anchor=south west,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space1) at (0,0)
{}
;
\node
[anchor=south west,fill=blue,minimum width=0.1in,minimum height=0.1in] (unit1) at (0.2,0.8)
{}
;
\node
[anchor=south west,fill=ugreen,minimum width=0.1in,minimum height=0.1in] (unit2) at (0.7,0.3)
{}
;
\node
[anchor=south west,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space2) at (1.
1
in,0)
{}
;
\node
[anchor=south west,circle,fill=orange,minimum width=0.1in,minimum height=0.1in] (unit3) at (1.
5
in,1.3)
{}
;
\node
[anchor=south west,draw,thick,red,minimum width=0.9in,minimum height=0.7in] (space2) at (1.
3
in,0)
{}
;
\node
[anchor=south west,circle,fill=orange,minimum width=0.1in,minimum height=0.1in] (unit3) at (1.
7
in,1.3)
{}
;
\draw
[->] ([yshift=1pt]unit1.north) .. controls +(north:0.4) and +(west:2) .. ([yshift=0.0em,xshift=-1pt]unit3.west);
\draw
[->] ([xshift=1pt]unit2.east) .. controls +(east:1.5) and +(south:1) .. ([xshift=0.0em,yshift=-1pt]unit3.south);
...
...
Chapter10/Figures/figure-query-model-corresponding-to-attention-mechanism.tex
查看文件 @
3b176929
...
...
@@ -5,26 +5,26 @@
\tikzstyle
{
rnode
}
= [draw,minimum width=3.5em,minimum height=1.2em]
\node
[rnode,anchor=south west,fill=red!20!white] (value1) at (0,0)
{
\scriptsize
{${
h
}
(
\textrm
{
你
}
)
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value2) at ([xshift=
1
em]value1.south east)
{
\scriptsize
{${
h
}
(
\textrm
{
什么
}
)
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=
1
em]value2.south east)
{
\scriptsize
{${
h
}
(
\textrm
{
也
}
)
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value4) at ([xshift=
1
em]value3.south east)
{
\scriptsize
{${
h
}
(
\textrm
{
没
}
)
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value2) at ([xshift=
2
em]value1.south east)
{
\scriptsize
{${
h
}
(
\textrm
{
什么
}
)
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=
2
em]value2.south east)
{
\scriptsize
{${
h
}
(
\textrm
{
也
}
)
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value4) at ([xshift=
2
em]value3.south east)
{
\scriptsize
{${
h
}
(
\textrm
{
没
}
)
$}}
;
\node
[rnode,anchor=south west,fill=green!20!white] (key1) at ([yshift=0.2em]value1.north west)
{
\scriptsize
{${
h
}
(
\textrm
{
你
}
)
$}}
;
\node
[rnode,anchor=south west,fill=green!20!white] (key2) at ([yshift=0.2em]value2.north west)
{
\scriptsize
{${
h
}
(
\textrm
{
什么
}
)
$}}
;
\node
[rnode,anchor=south west,fill=green!20!white] (key3) at ([yshift=0.2em]value3.north west)
{
\scriptsize
{${
h
}
(
\textrm
{
也
}
)
$}}
;
\node
[rnode,anchor=south west,fill=green!20!white] (key4) at ([yshift=0.2em]value4.north west)
{
\scriptsize
{${
h
}
(
\textrm
{
没
}
)
$}}
;
\node
[rnode,anchor=east] (query) at ([xshift=-
2
em]key1.west)
{
\scriptsize
{${
s
}
(
\textrm
{
you
}
)
$}}
;
\node
[rnode,anchor=east] (query) at ([xshift=-
4
em]key1.west)
{
\scriptsize
{${
s
}
(
\textrm
{
you
}
)
$}}
;
\node
[anchor=east] (querylabel) at ([xshift=-0.2em]query.west)
{
\scriptsize
{
query
}}
;
\draw
[->] ([yshift=1pt,xshift=6pt]query.north) .. controls +(90:1em) and +(90:1em) .. ([yshift=1pt]key1.north);
\draw
[->] ([yshift=1pt,xshift=3pt]query.north) .. controls +(90:1.5em) and +(90:1.5em) .. ([yshift=1pt]key2.north);
\draw
[->] ([yshift=1pt]query.north) .. controls +(90:2em) and +(90:2em) .. ([yshift=1pt]key3.north);
\draw
[->] ([yshift=1pt,xshift=-3pt]query.north) .. controls +(90:2.5em) and +(90:2.5em) .. ([yshift=1pt]key4.north);
\node
[anchor=south east] (alpha1) at ([xshift=1
em]key1.north east)
{
\scriptsize
{$
\alpha
_
1
=
.
4
$}}
;
\node
[anchor=south east] (alpha2) at ([xshift=1
em]key2.north east)
{
\scriptsize
{$
\alpha
_
2
=
.
4
$}}
;
\node
[anchor=south east] (alpha3) at ([xshift=1
em]key3.north east)
{
\scriptsize
{$
\alpha
_
3
=
.
1
$}}
;
\node
[anchor=south east] (alpha4) at ([xshift=1
em]key4.north east)
{
\scriptsize
{$
\alpha
_
4
=
.
1
$}}
;
\node
[anchor=south east] (alpha1) at ([xshift=1
.5em]key1.north east)
{
\scriptsize
{$
\alpha
_
1
=
0
.
4
$}}
;
\node
[anchor=south east] (alpha2) at ([xshift=1
.5em]key2.north east)
{
\scriptsize
{$
\alpha
_
2
=
0
.
4
$}}
;
\node
[anchor=south east] (alpha3) at ([xshift=1
.5em]key3.north east)
{
\scriptsize
{$
\alpha
_
3
=
0
.
1
$}}
;
\node
[anchor=south east] (alpha4) at ([xshift=1
.5em]key4.north east)
{
\scriptsize
{$
\alpha
_
4
=
0
.
1
$}}
;
\end{scope}
\end{tikzpicture}
\ No newline at end of file
Chapter10/Figures/figure-query-model-corresponding-to-traditional-query-model-vs-attention-mechanism.tex
查看文件 @
3b176929
...
...
@@ -5,12 +5,12 @@
\begin{tikzpicture}
\begin{scope}
\tikzstyle
{
rnode
}
= [draw,minimum width=3em,minimum height=1.2em]
\tikzstyle
{
rnode
}
= [draw,minimum width=3
.5
em,minimum height=1.2em]
\node
[rnode,anchor=south west,fill=blue!20!white] (value1) at (0,0)
{
\scriptsize
{
value
$_
1
$}}
;
\node
[rnode,anchor=south west,fill=blue!20!white] (value2) at ([xshift=
1
em]value1.south east)
{
\scriptsize
{
value
$_
2
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=
1
em]value2.south east)
{
\scriptsize
{
value
$_
3
$}}
;
\node
[rnode,anchor=south west,fill=blue!20!white] (value4) at ([xshift=
1
em]value3.south east)
{
\scriptsize
{
value
$_
4
$}}
;
\node
[rnode,anchor=south west,fill=blue!20!white] (value2) at ([xshift=
2
em]value1.south east)
{
\scriptsize
{
value
$_
2
$}}
;
\node
[rnode,anchor=south west,fill=red!20!white] (value3) at ([xshift=
2
em]value2.south east)
{
\scriptsize
{
value
$_
3
$}}
;
\node
[rnode,anchor=south west,fill=blue!20!white] (value4) at ([xshift=
2
em]value3.south east)
{
\scriptsize
{
value
$_
4
$}}
;
\node
[rnode,anchor=south west,pattern=north east lines] (key1) at ([yshift=0.2em]value1.north west)
{}
;
\node
[rnode,anchor=south west,pattern=dots] (key2) at ([yshift=0.2em]value2.north west)
{}
;
...
...
@@ -21,7 +21,7 @@
\node
[fill=white,inner sep=1pt] (key1label) at (key3)
{
\scriptsize
{
key
$_
3
$}}
;
\node
[fill=white,inner sep=1pt] (key1label) at (key4)
{
\scriptsize
{
key
$_
4
$}}
;
\node
[rnode,anchor=east,pattern=horizontal lines] (query) at ([xshift=-
3
em]key1.west)
{}
;
\node
[rnode,anchor=east,pattern=horizontal lines] (query) at ([xshift=-
4
em]key1.west)
{}
;
\node
[anchor=east] (querylabel) at ([xshift=-0.2em]query.west)
{
\scriptsize
{
query
}}
;
\draw
[->] ([yshift=1pt]query.north) .. controls +(90:2em) and +(90:2em) .. ([yshift=1pt]key3.north) node [pos=0.5,below,yshift=0.2em]
{
\scriptsize
{
匹配
}}
;
...
...
Chapter10/Figures/figure-relationship-between-learning-rate-and-number-of-updates.tex
查看文件 @
3b176929
...
...
@@ -4,7 +4,7 @@
\begin{tikzpicture}
\footnotesize
{
\begin{axis}
[
width=.
60
\textwidth
,
width=.
8
\textwidth
,
height=.40
\textwidth
,
legend style=
{
at=
{
(0.60,0.08)
}
, anchor=south west
}
,
xlabel=
{
\scriptsize
{
更新次数
}}
,
...
...
Chapter10/Figures/figure-score-of-mter.tex
查看文件 @
3b176929
...
...
@@ -2,7 +2,7 @@
%\definecolor{ublue}{rgb}{0.152,0.250,0.545}
\begin{tikzpicture}
\begin{axis}
[
width=1
0
cm, height=5cm,
width=1
2
cm, height=5cm,
symbolic x coords=
{
1-15,16-25,26-35,>35
}
,
xtick=data,
ytick=
{
6,12,...,28
}
,
...
...
Chapter10/Figures/figure-structure-of-a-recurrent-network-model.tex
查看文件 @
3b176929
...
...
@@ -6,11 +6,11 @@
\begin{scope}
[scale=0.9]
{
\Large
\tikzstyle
{
rnnnode
}
= [draw,inner sep=5pt,minimum width=3em,minimum height=0.8em,fill=green!30!white,blur shadow=
{
shadow xshift=1pt,shadow yshift=-1pt
}
]
\tikzstyle
{
rnnnode
}
= [draw,inner sep=5pt,minimum width=3
.6
em,minimum height=0.8em,fill=green!30!white,blur shadow=
{
shadow xshift=1pt,shadow yshift=-1pt
}
]
\node
[anchor=west,rnnnode] (node11) at (0,0)
{
\scriptsize
{
RNN Cell
}}
;
\node
[anchor=west,rnnnode] (node12) at ([xshift=
1
em]node11.east)
{
\scriptsize
{
RNN Cell
}}
;
\node
[anchor=west,rnnnode] (node13) at ([xshift=
1
em]node12.east)
{
\scriptsize
{
RNN Cell
}}
;
\node
[anchor=west,rnnnode] (node14) at ([xshift=
1
em]node13.east)
{
\scriptsize
{
RNN Cell
}}
;
\node
[anchor=west,rnnnode] (node12) at ([xshift=
2
em]node11.east)
{
\scriptsize
{
RNN Cell
}}
;
\node
[anchor=west,rnnnode] (node13) at ([xshift=
2
em]node12.east)
{
\scriptsize
{
RNN Cell
}}
;
\node
[anchor=west,rnnnode] (node14) at ([xshift=
2
em]node13.east)
{
\scriptsize
{
RNN Cell
}}
;
\node
[anchor=north,rnnnode,fill=blue!30!white] (e1) at ([yshift=-1em]node11.south)
{
\scriptsize
{}}
;
\node
[anchor=north,rnnnode,fill=blue!30!white] (e2) at ([yshift=-1em]node12.south)
{
\scriptsize
{}}
;
...
...
Chapter10/Figures/figure-structure-of-gnmt.tex
查看文件 @
3b176929
...
...
@@ -12,9 +12,9 @@
% Encoder
\begin{scope}
\node
[rnnnode,fill=green!20]
(encemb1) at (0,0)
{}
;
\node
[rnnnode,fill=green!20,right=\base of encemb1]
(encemb2)
{}
;
\node
[rnnnode,draw=white,fill=white,right=\base of encemb2]
(encemb3)
{$
\cdots
$}
;
\node
[rnnnode,fill=green!20,right=\base of encemb3]
(encemb4)
{}
;
\node
[rnnnode,fill=green!20,right=
1.8
\base of encemb1]
(encemb2)
{}
;
\node
[rnnnode,draw=white,fill=white,right=
1.8
\base of encemb2]
(encemb3)
{$
\cdots
$}
;
\node
[rnnnode,fill=green!20,right=
1.8
\base of encemb3]
(encemb4)
{}
;
\node
[rnnnode,above=\base of encemb1]
(enc11)
{}
;
\node
[rnnnode,above=\base of encemb2]
(enc12)
{}
;
...
...
@@ -103,10 +103,10 @@
\node
[rnnnode,fill=orange!20,minimum width=3.5cm,anchor=south west]
(attention) at ([yshift=
\base
]enc61.north west)
{
注意力机制
}
;
\begin{scope}
\node
[rnnnode,fill=green!20,right=
2.5
cm of encemb4]
(decemb1)
{}
;
\node
[rnnnode,fill=green!20,right=\base of decemb1]
(decemb2)
{}
;
\node
[rnnnode,draw=white,fill=white,right=\base of decemb2]
(decemb3)
{$
\cdots
$}
;
\node
[rnnnode,fill=green!20,right=\base of decemb3]
(decemb4)
{}
;
\node
[rnnnode,fill=green!20,right=
3
cm of encemb4]
(decemb1)
{}
;
\node
[rnnnode,fill=green!20,right=
1.8
\base of decemb1]
(decemb2)
{}
;
\node
[rnnnode,draw=white,fill=white,right=
1.8
\base of decemb2]
(decemb3)
{$
\cdots
$}
;
\node
[rnnnode,fill=green!20,right=
1.8
\base of decemb3]
(decemb4)
{}
;
\node
[rnnnode,above=\base of decemb1]
(dec11)
{}
;
\node
[rnnnode,above=\base of decemb2]
(dec12)
{}
;
...
...
@@ -189,7 +189,7 @@
\end{scope}
% attention connections
\draw
[-latex',rounded corners=2pt]
(dec11) -| ([xshift=-0.
4
cm]attention.south east);
\draw
[-latex',rounded corners=2pt]
(dec11) -| ([xshift=-0.
2
cm]attention.south east);
\ExtractX
{$
([
xshift
=
9
pt
]
attention.east
)
$}
\ExtractY
{$
([
yshift
=
2
pt
]
dec
11
.north
)
$}
...
...
@@ -224,11 +224,11 @@
\draw
[decorate,decoration={brace,mirror}]
([xshift=5pt]dec14.south east) to node [auto,swap,font=
\scriptsize
,name=label2]
{
8层
}
([xshift=5pt]dec54.north east);
\begin{pgfonlayer}
{
background
}
\coordinate
(tmp) at ([xshift=-4pt]label1.west);
\node
[draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label1) (encword1) (attention) (tmp)]
(encoder)
{}
;
\node
[
thick,
draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label1) (encword1) (attention) (tmp)]
(encoder)
{}
;
\ExtractX
{$
([
xshift
=
4
pt
]
label
2
.east
)
$}
\ExtractY
{$
([
yshift
=
6
pt
]
decoutword
4
.north
)
$}
\coordinate
(tmp) at (
\XCoord
,
\YCoord
);
\node
[draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label2) (decinword1) (decoutword4) (tmp)]
(decoder)
{}
;
\node
[
thick,
draw,densely dashed,rounded corners=2pt,inner sep=2pt,fit=(label2) (decinword1) (decoutword4) (tmp)]
(decoder)
{}
;
\end{pgfonlayer}
\node
[wnode,anchor=north west]
() at (encoder.north west)
{
编码器
}
;
\node
[wnode,anchor=north east]
() at (decoder.north east)
{
解码器
}
;
...
...
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