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mtbookv2
Commits
906e3b82
Commit
906e3b82
authored
Jan 13, 2021
by
曹润柘
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合并分支 'caorunzhe' 到 'master'
Caorunzhe 查看合并请求
!885
parents
287510ce
da46b2e1
全部展开
隐藏空白字符变更
内嵌
并排
正在显示
9 个修改的文件
包含
54 行增加
和
39 行删除
+54
-39
Chapter13/chapter13.tex
+0
-0
Chapter8/Figures/figure-cky-algorithm.tex
+1
-1
Chapter8/Figures/figure-classification-of-models-based-on-syntax.tex
+10
-10
Chapter8/Figures/figure-derivation-of-hierarchical-phrase-and-tree-structure-model.tex
+1
-1
Chapter8/Figures/figure-different-representations-of-syntax-tree.tex
+5
-4
Chapter8/Figures/figure-processing-of-hierarchical-phrase-system.tex
+14
-14
Chapter8/Figures/figure-translation-rule-describe-two-sentence-generation.tex
+8
-8
Chapter8/Figures/figure-tree-cutting-defined-by-edge-nodes.tex
+1
-1
bibliography.bib
+14
-0
没有找到文件。
Chapter13/chapter13.tex
查看文件 @
906e3b82
差异被折叠。
点击展开。
Chapter8/Figures/figure-cky-algorithm.tex
查看文件 @
906e3b82
...
@@ -28,7 +28,7 @@
...
@@ -28,7 +28,7 @@
\begin{pgfonlayer}
{
background
}
\begin{pgfonlayer}
{
background
}
\node
[rectangle,
inner sep=0.2em,rounded corners=1pt,fill=blue!10!white
] [fit = (c1) (c21) (c3) (c6) (c7) (c8) (c11)] (gl1)
{}
;
\node
[rectangle,
draw=ublue,thick,inner sep=0.2em,fill=white,drop shadow
] [fit = (c1) (c21) (c3) (c6) (c7) (c8) (c11)] (gl1)
{}
;
\end{pgfonlayer}
\end{pgfonlayer}
\end{scope}
\end{scope}
...
...
Chapter8/Figures/figure-classification-of-models-based-on-syntax.tex
查看文件 @
906e3b82
...
@@ -4,23 +4,23 @@
...
@@ -4,23 +4,23 @@
\begin{tikzpicture}
\begin{tikzpicture}
\begin{scope}
\begin{scope}
\tikzstyle
{
cnode
}
= [minimum width=7.0em,minimum height=2.5em,rounded corners=0.2em];
\tikzstyle
{
cnode
}
= [minimum width=7.0em,minimum height=2.5em,rounded corners=0.2em
,draw,thick
];
\tikzstyle
{
xnode
}
= [minimum width=4.5em,minimum height=2.5em,rounded corners=0.2em];
\tikzstyle
{
xnode
}
= [minimum width=4.5em,minimum height=2.5em,rounded corners=0.2em
,draw,thick
];
\node
[cnode,anchor=south,minimum width=10.0em,fill=green!25,align=center]
(cat0) at (0,0)
{
\footnotesize
{
(广义上)
}
\\\footnotesize
{
基于句法的模型
}}
;
\node
[cnode,anchor=south,minimum width=10.0em,fill=green!25,align=center]
(cat0) at (0,0)
{
\footnotesize
{
(广义上)
}
\\\footnotesize
{
基于句法的模型
}}
;
\node
[cnode,anchor=north,fill=red!25,align=left]
(cat1) at ([xshift=-
6
.5em,yshift=-2em]cat0.south)
{
\footnotesize
{
基于形式文法
}
\\\footnotesize
{
的模型
}}
;
\node
[cnode,anchor=north,fill=red!25,align=left]
(cat1) at ([xshift=-
7
.5em,yshift=-2em]cat0.south)
{
\footnotesize
{
基于形式文法
}
\\\footnotesize
{
的模型
}}
;
\node
[cnode,anchor=north,fill=blue!25,align=left]
(cat2) at ([xshift=
6
.5em,yshift=-2em]cat0.south)
{
\footnotesize
{
基于语言学
}
\\\footnotesize
{
句法的模型
}}
;
\node
[cnode,anchor=north,fill=blue!25,align=left]
(cat2) at ([xshift=
7
.5em,yshift=-2em]cat0.south)
{
\footnotesize
{
基于语言学
}
\\\footnotesize
{
句法的模型
}}
;
\node
[xnode,anchor=north,fill=red!25,align=left]
(itg) at ([xshift=-
2
.5em,yshift=-2.0em]cat1.south)
{
\footnotesize
{
反向转录
}
\\\footnotesize
{
文法
}}
;
\node
[xnode,anchor=north,fill=red!25,align=left]
(itg) at ([xshift=-
3
.5em,yshift=-2.0em]cat1.south)
{
\footnotesize
{
反向转录
}
\\\footnotesize
{
文法
}}
;
\node
[xnode,anchor=north,fill=red!25,align=left]
(hiero) at ([xshift=
2
.5em,yshift=-2.0em]cat1.south)
{
\footnotesize
{
层次短语
}
\\\footnotesize
{
模型
}}
;
\node
[xnode,anchor=north,fill=red!25,align=left]
(hiero) at ([xshift=
3
.5em,yshift=-2.0em]cat1.south)
{
\footnotesize
{
层次短语
}
\\\footnotesize
{
模型
}}
;
\node
[xnode,anchor=north,fill=blue!25,align=left]
(s2t) at ([xshift=-5.
0
em,yshift=-2.0em]cat2.south)
{
\footnotesize
{
串到树
}
\\\footnotesize
{
模型
}}
;
\node
[xnode,anchor=north,fill=blue!25,align=left]
(s2t) at ([xshift=-5.
5
em,yshift=-2.0em]cat2.south)
{
\footnotesize
{
串到树
}
\\\footnotesize
{
模型
}}
;
\node
[xnode,anchor=north,fill=blue!25,align=left]
(t2s) at ([xshift=0.0em,yshift=-2.0em]cat2.south)
{
\footnotesize
{
树到串
}
\\\footnotesize
{
模型
}}
;
\node
[xnode,anchor=north,fill=blue!25,align=left]
(t2s) at ([xshift=0.0em,yshift=-2.0em]cat2.south)
{
\footnotesize
{
树到串
}
\\\footnotesize
{
模型
}}
;
\node
[xnode,anchor=north,fill=blue!25,align=left]
(t2t) at ([xshift=5.
0
em,yshift=-2.0em]cat2.south)
{
\footnotesize
{
树到树
}
\\\footnotesize
{
模型
}}
;
\node
[xnode,anchor=north,fill=blue!25,align=left]
(t2t) at ([xshift=5.
5
em,yshift=-2.0em]cat2.south)
{
\footnotesize
{
树到树
}
\\\footnotesize
{
模型
}}
;
\draw
[-,thick] ([yshift=
0.1em,xshift=1em]cat0.south) -- ([xshift=-1.5em,yshift=-
0.1em]cat2.north);
\draw
[-,thick] ([yshift=
-0.1em,xshift=1em]cat0.south) -- ([xshift=-1.5em,yshift=
0.1em]cat2.north);
\draw
[-,thick] ([yshift=
0.1em,xshift=-1em]cat0.south) -- ([xshift=1.5em,yshift=-
0.1em]cat1.north);
\draw
[-,thick] ([yshift=
-0.1em,xshift=-1em]cat0.south) -- ([xshift=1.5em,yshift=
0.1em]cat1.north);
\draw
[-,thick] ([yshift=0.1em]itg.north) -- ([xshift=-0.5em,yshift=-0.1em]cat1.south);
\draw
[-,thick] ([yshift=0.1em]itg.north) -- ([xshift=-0.5em,yshift=-0.1em]cat1.south);
\draw
[-,thick] ([yshift=0.1em]hiero.north) -- ([xshift=0.5em,yshift=-0.1em]cat1.south);
\draw
[-,thick] ([yshift=0.1em]hiero.north) -- ([xshift=0.5em,yshift=-0.1em]cat1.south);
\draw
[-,thick] ([yshift=0.1em]s2t.north) -- ([xshift=-0.8em,yshift=-0.1em]cat2.south);
\draw
[-,thick] ([yshift=0.1em]s2t.north) -- ([xshift=-0.8em,yshift=-0.1em]cat2.south);
...
...
Chapter8/Figures/figure-derivation-of-hierarchical-phrase-and-tree-structure-model.tex
查看文件 @
906e3b82
...
@@ -39,7 +39,7 @@
...
@@ -39,7 +39,7 @@
}
}
\end{scope}
\end{scope}
\begin{scope}
[xshift =
1.8
in, yshift = 0.1in]
\begin{scope}
[xshift =
2.0
in, yshift = 0.1in]
\node
(rules)
{
\textbf
{
层次短语翻译规则:
}}
;
\node
(rules)
{
\textbf
{
层次短语翻译规则:
}}
;
\draw
[-]
(rules.south west)--([xshift=1.8in]rules.south west);
\draw
[-]
(rules.south west)--([xshift=1.8in]rules.south west);
...
...
Chapter8/Figures/figure-different-representations-of-syntax-tree.tex
查看文件 @
906e3b82
...
@@ -6,16 +6,16 @@
...
@@ -6,16 +6,16 @@
\Tree
[.S [.NN ]
[.VP [.AD ] [.VP [.VV ] [.AS ] ] ] ]
\Tree
[.S [.NN ]
[.VP [.AD ] [.VP [.VV ] [.AS ] ] ] ]
\end{scope}
\end{scope}
\begin{scope}
[xshift=1.
2
5in,yshift=0.25in]
\begin{scope}
[xshift=1.5in,yshift=0.25in]
\node
[anchor=north west,align=left] (string1) at (0,0)
{
[S
\\\hspace
{
1em
}
NN
\\\hspace
{
1em
}
VP[
\\\hspace
{
2.5em
}
AD
\\\hspace
{
2.5em
}
VP[
\\\hspace
{
4em
}
VV
\\\hspace
{
4em
}
AS]]]
}
;
\node
[anchor=north west,align=left] (string1) at (0,0)
{
[S
\\\hspace
{
1em
}
NN
\\\hspace
{
1em
}
VP[
\\\hspace
{
2.5em
}
AD
\\\hspace
{
2.5em
}
VP[
\\\hspace
{
4em
}
VV
\\\hspace
{
4em
}
AS]]]
}
;
\end{scope}
\end{scope}
\begin{scope}
[xshift=
2.78
in,yshift=-0.80in]
\begin{scope}
[xshift=
3.3
in,yshift=-0.80in]
\node
[anchor=west,align=left] (string2) at (0,0)
{
(S NN VP(AD
\\
VP(VV AS)))
}
;
\node
[anchor=west,align=left] (string2) at (0,0)
{
(S NN VP(AD
\\
VP(VV AS)))
}
;
\end{scope}
\end{scope}
\node
[anchor=north west] (cap1) at (-1.5em,-1in)
{{
(a) 树状表示
}}
;
\node
[anchor=north west] (cap1) at (-1.5em,-1in)
{{
(a) 树状表示
}}
;
\node
[anchor=west] (cap2) at ([xshift=0.
5
in]cap1.east)
{{
(b) 序列表示(缩进)
}}
;
\node
[anchor=west] (cap2) at ([xshift=0.
7
in]cap1.east)
{{
(b) 序列表示(缩进)
}}
;
\node
[anchor=west] (cap3) at ([xshift=0.
3
in]cap2.east)
{{
(c) 序列表示
}}
;
\node
[anchor=west] (cap3) at ([xshift=0.
7
in]cap2.east)
{{
(c) 序列表示
}}
;
}
}
\end{tikzpicture}
\end{tikzpicture}
\ No newline at end of file
Chapter8/Figures/figure-processing-of-hierarchical-phrase-system.tex
查看文件 @
906e3b82
...
@@ -4,9 +4,9 @@
...
@@ -4,9 +4,9 @@
\begin{tikzpicture}
\begin{tikzpicture}
\begin{scope}
\begin{scope}
\tikzstyle
{
datanode
}
= [minimum width=7em,minimum height=1.7em,fill=blue!20,rounded corners=0.3em];
\tikzstyle
{
datanode
}
= [minimum width=7em,minimum height=1.7em,fill=blue!20,rounded corners=0.3em
,draw,thick
];
\tikzstyle
{
modelnode
}
= [minimum width=7em,minimum height=1.7em,fill=red!20,rounded corners=0.3em];
\tikzstyle
{
modelnode
}
= [minimum width=7em,minimum height=1.7em,fill=red!20,rounded corners=0.3em
,draw,thick
];
\tikzstyle
{
decodingnode
}
= [minimum width=7em,minimum height=1.7em,fill=green!20,rounded corners=0.3em];
\tikzstyle
{
decodingnode
}
= [minimum width=7em,minimum height=1.7em,fill=green!20,rounded corners=0.3em
,draw,thick
];
\node
[datanode,anchor=north west,minimum height=1.7em,minimum width=8em] (bitext) at (0,0)
{{
\small
{
训练用双语数据
}}}
;
\node
[datanode,anchor=north west,minimum height=1.7em,minimum width=8em] (bitext) at (0,0)
{{
\small
{
训练用双语数据
}}}
;
\node
[modelnode, anchor=north west,minimum height=1.7em,minimum width=8em] (gi) at ([xshift=2em,yshift=-0.2em]bitext.south east)
{{
\small
{
文法(规则)抽取
}}}
;
\node
[modelnode, anchor=north west,minimum height=1.7em,minimum width=8em] (gi) at ([xshift=2em,yshift=-0.2em]bitext.south east)
{{
\small
{
文法(规则)抽取
}}}
;
...
@@ -21,18 +21,18 @@
...
@@ -21,18 +21,18 @@
\node
[modelnode,anchor=south west,minimum height=1.7em,minimum width=8em] (lm) at ([xshift=2em,yshift=0.2em]tuning.north east)
{{
\small
{$
n
$
-gram语言建模
}}}
;
\node
[modelnode,anchor=south west,minimum height=1.7em,minimum width=8em] (lm) at ([xshift=2em,yshift=0.2em]tuning.north east)
{{
\small
{$
n
$
-gram语言建模
}}}
;
\node
[datanode,anchor=south west,minimum height=1.7em,minimum width=8em] (lmmodel) at ([xshift=2em,yshift=0.2em]decoding.north east)
{{
\small
{
语言模型
}}}
;
\node
[datanode,anchor=south west,minimum height=1.7em,minimum width=8em] (lmmodel) at ([xshift=2em,yshift=0.2em]decoding.north east)
{{
\small
{
语言模型
}}}
;
\draw
[->,
very
thick] ([yshift=-0.3em,xshift=0.1em]bitext.east) -- ([yshift=0.1em]gi.north west);
\draw
[->,thick] ([yshift=-0.3em,xshift=0.1em]bitext.east) -- ([yshift=0.1em]gi.north west);
\draw
[->,
very
thick] ([yshift=-0.1em]gi.south west) -- ([yshift=0.3em,xshift=0.1em]birules.east);
\draw
[->,thick] ([yshift=-0.1em]gi.south west) -- ([yshift=0.3em,xshift=0.1em]birules.east);
\draw
[->,
very
thick] ([yshift=-0.3em,xshift=0.1em]birules.east) -- ([yshift=0.1em]training.north west);
\draw
[->,thick] ([yshift=-0.3em,xshift=0.1em]birules.east) -- ([yshift=0.1em]training.north west);
\draw
[->,
very
thick] ([yshift=-0.1em]training.south west) -- ([yshift=0.3em,xshift=0.1em]model.east);
\draw
[->,thick] ([yshift=-0.1em]training.south west) -- ([yshift=0.3em,xshift=0.1em]model.east);
\draw
[->,
very
thick] ([yshift=-0.3em,xshift=0.1em]model.east) -- ([yshift=0.1em]tuning.north west);
\draw
[->,thick] ([yshift=-0.3em,xshift=0.1em]model.east) -- ([yshift=0.1em]tuning.north west);
\draw
[->,
very
thick] ([yshift=-0.1em]tuning.south) -- ([yshift=0.1em]decoding.north);
\draw
[->,thick] ([yshift=-0.1em]tuning.south) -- ([yshift=0.1em]decoding.north);
\draw
[->,
very
thick] ([yshift=0.3em,xshift=0.1em]tuningdata.east) -- ([yshift=-0.1em]tuning.south west);
\draw
[->,thick] ([yshift=0.3em,xshift=0.1em]tuningdata.east) -- ([yshift=-0.1em]tuning.south west);
\draw
[->,
very
thick] ([yshift=-0.1em]monotext.south) -- ([yshift=0.1em]lm.north);
\draw
[->,thick] ([yshift=-0.1em]monotext.south) -- ([yshift=0.1em]lm.north);
\draw
[->,
very
thick] ([yshift=-0.1em]lm.south) -- ([yshift=0.1em]lmmodel.north);
\draw
[->,thick] ([yshift=-0.1em]lm.south) -- ([yshift=0.1em]lmmodel.north);
\draw
[->,
very
thick] ([yshift=0.3em,xshift=-0.1em]lmmodel.west) -- ([yshift=-0.1em]tuning.south east);
\draw
[->,thick] ([yshift=0.3em,xshift=-0.1em]lmmodel.west) -- ([yshift=-0.1em]tuning.south east);
\draw
[->,
very
thick] ([yshift=-0.3em,xshift=-0.1em]lmmodel.west) -- ([yshift=0.1em]decoding.north east);
\draw
[->,thick] ([yshift=-0.3em,xshift=-0.1em]lmmodel.west) -- ([yshift=0.1em]decoding.north east);
\end{scope}
\end{scope}
\end{tikzpicture}
\end{tikzpicture}
\end{center}
\end{center}
Chapter8/Figures/figure-translation-rule-describe-two-sentence-generation.tex
查看文件 @
906e3b82
...
@@ -32,8 +32,8 @@
...
@@ -32,8 +32,8 @@
\begin{pgfonlayer}
{
background
}
\begin{pgfonlayer}
{
background
}
{
{
\node
[rectangle,draw=red,inner sep=1pt,thick,fill=white,drop shadow] [fit = (rule1s1) (rule1s4)] (rule1s)
{}
;
\node
[rectangle,draw=red,inner sep=1pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule1s1) (rule1s4)] (rule1s)
{}
;
\node
[rectangle,draw=red,inner sep=2pt,thick,fill=white,drop shadow] [fit = (rule1t1) (rule1t4)] (rule1t)
{}
;
\node
[rectangle,draw=red,inner sep=2pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule1t1) (rule1t4)] (rule1t)
{}
;
\draw
[<->,dotted,thick,red] ([xshift=0.1em]rule1s.east) -- ([xshift=-0.1em]rule1t.west);
\draw
[<->,dotted,thick,red] ([xshift=0.1em]rule1s.east) -- ([xshift=-0.1em]rule1t.west);
}
}
\end{pgfonlayer}
\end{pgfonlayer}
...
@@ -70,8 +70,8 @@
...
@@ -70,8 +70,8 @@
\begin{pgfonlayer}
{
background
}
\begin{pgfonlayer}
{
background
}
{
{
\node
[rectangle,draw=blue,inner sep=4pt,thick,fill=white,drop shadow] [fit = (rule2s1) (rule2s3)] (rule2s)
{}
;
\node
[rectangle,draw=blue,inner sep=4pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule2s1) (rule2s3)] (rule2s)
{}
;
\node
[rectangle,draw=blue,inner sep=4pt,thick,fill=white,drop shadow] [fit = (rule2t1) (rule2t3)] (rule2t)
{}
;
\node
[rectangle,draw=blue,inner sep=4pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule2t1) (rule2t3)] (rule2t)
{}
;
\draw
[<->,dotted,thick,blue] ([xshift=0.1em]rule2s.east) -- ([xshift=-0.1em]rule2t.west);
\draw
[<->,dotted,thick,blue] ([xshift=0.1em]rule2s.east) -- ([xshift=-0.1em]rule2t.west);
}
}
\end{pgfonlayer}
\end{pgfonlayer}
...
@@ -92,8 +92,8 @@
...
@@ -92,8 +92,8 @@
\begin{pgfonlayer}
{
background
}
\begin{pgfonlayer}
{
background
}
{
{
\node
[rectangle,draw=ugreen,inner sep=1pt,thick,fill=white,drop shadow] [fit = (rule3s1) (rule3s2)] (rule3s)
{}
;
\node
[rectangle,draw=ugreen,inner sep=1pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule3s1) (rule3s2)] (rule3s)
{}
;
\node
[rectangle,draw=ugreen,inner sep=2pt,thick,fill=white,drop shadow] [fit = (rule3t1) (rule3t2)] (rule3t)
{}
;
\node
[rectangle,draw=ugreen,inner sep=2pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule3t1) (rule3t2)] (rule3t)
{}
;
\draw
[<->,dotted,thick,ugreen] ([xshift=0.1em]rule3s.east) -- ([xshift=-0.1em]rule3t.west);
\draw
[<->,dotted,thick,ugreen] ([xshift=0.1em]rule3s.east) -- ([xshift=-0.1em]rule3t.west);
}
}
\end{pgfonlayer}
\end{pgfonlayer}
...
@@ -122,8 +122,8 @@
...
@@ -122,8 +122,8 @@
\begin{pgfonlayer}
{
background
}
\begin{pgfonlayer}
{
background
}
{
{
\node
[rectangle,draw=orange,inner sep=4pt,thick,fill=white,drop shadow] [fit = (rule4s1) (rule4s3)] (rule4s)
{}
;
\node
[rectangle,draw=orange,inner sep=4pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule4s1) (rule4s3)] (rule4s)
{}
;
\node
[rectangle,draw=orange,inner sep=4pt,thick,fill=white,drop shadow] [fit = (rule4t1) (rule4t3)] (rule4t)
{}
;
\node
[rectangle,draw=orange,inner sep=4pt,thick,fill=white,drop shadow
,rounded corners=0.3em
] [fit = (rule4t1) (rule4t3)] (rule4t)
{}
;
\draw
[<->,dotted,thick,orange] ([xshift=0.1em]rule4s.east) -- ([xshift=-0.1em]rule4t.west);
\draw
[<->,dotted,thick,orange] ([xshift=0.1em]rule4s.east) -- ([xshift=-0.1em]rule4t.west);
}
}
\end{pgfonlayer}
\end{pgfonlayer}
...
...
Chapter8/Figures/figure-tree-cutting-defined-by-edge-nodes.tex
查看文件 @
906e3b82
...
@@ -65,7 +65,7 @@
...
@@ -65,7 +65,7 @@
\end{scope}
\end{scope}
\begin{scope}
[yshift = -1.87in, xshift =
1.9
in]
\begin{scope}
[yshift = -1.87in, xshift =
2.2
in]
{
{
\begin{scope}
[level distance=20pt]
\begin{scope}
[level distance=20pt]
\node
[scale=0.8, inner sep=0.1cm,align=center,draw]
(cfrag1) at
\node
[scale=0.8, inner sep=0.1cm,align=center,draw]
(cfrag1) at
...
...
bibliography.bib
查看文件 @
906e3b82
...
@@ -9331,6 +9331,20 @@ author = {Zhuang Liu and
...
@@ -9331,6 +9331,20 @@ author = {Zhuang Liu and
publisher = {Conference on Empirical Methods in Natural Language Processing},
publisher = {Conference on Empirical Methods in Natural Language Processing},
year = {2016}
year = {2016}
}
}
@inproceedings{tu2017neural,
title={Neural machine translation with reconstruction},
author={Tu, Zhaopeng and Liu, Yang and Shang, Lifeng and Liu, Xiaohua and Li, Hang},
publisher={AAAI Conference on Artificial Intelligence},
volume={31},
number={1},
year={2017}
}
@inproceedings{li2020train,
title={Train large, then compress: Rethinking model size for efficient training and inference of transformers},
author={Li, Zhuohan and Wallace, Eric and Shen, Sheng and Lin, Kevin and Keutzer, Kurt and Klein, Dan and Gonzalez, Joseph E},
publisher={arXiv preprint arXiv:2002.11794},
year={2020}
}
%%%%% chapter 15------------------------------------------------------
%%%%% chapter 15------------------------------------------------------
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
...
...
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