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Chapter13/Figures/figure-bpe.tex 0 → 100644
\begin{tikzpicture}
\tikzstyle{node} =[font=\scriptsize]
\tikzstyle{sentence} =[font=\scriptsize,fill=blue!5!white]
\node[sentence] (node1) at (0,0) {[`low', `lower', `newest', `widest']};
\node[sentence,anchor = north] (node2) at ([yshift = -1em]node1.south) {[`l o w $<$e$>$':5, `l o w e r $<$e$>$':2, `n e w e s t $<$e$>$':6, `w i d e s t $<$e$>$':3]};
\node[sentence,anchor = north] (node3) at ([yshift = -1.5em]node2.south) {[`l o w $<$e$>$':5, `l o w e r $<$e$>$':2, `n e w {\red es} t $<$e$>$':6, `w i d {\red es} t $<$e$>$':3]};
\node[sentence,anchor = north] (node4) at ([yshift = -1em]node3.south) {[`l o w $<$e$>$':5, `l o w e r $<$e$>$':2, `n e w {\red est} $<$e$>$':6, `w i d {\red est} $<$e$>$':3]};
\node[sentence,anchor = north] (node5) at ([yshift = -1em]node4.south) {[`l o w $<$e$>$':5, `l o w e r $<$e$>$':2, `n e w {\red est$<$e$>$}':6, `w i d {\red est$<$e$>$}':3]};
\node[sentence,anchor = north] (node6) at ([yshift = -1em]node5.south) {$\cdots$};
\node[node,anchor = north] (node7) at ([yshift = -1.6em]node6.south) {直到达到预设的子词词表大小或下一个最高频的字节对出现频率为1。};
\draw[->,line width=.03cm] ([yshift=0em]node1.south) -- ([yshift=0em]node2.north);
\draw[->,line width=.03cm] ([yshift=0em]node3.south) -- ([yshift=0em]node4.north);
\draw[->,line width=.03cm] ([yshift=0em]node4.south) -- ([yshift=0em]node5.north);
\draw[->,line width=.03cm] ([yshift=0em]node5.south) -- ([yshift=0em]node6.north);
\node[node,anchor = west] (node8) at ([xshift = 2em,yshift = 2em]node7.east) {对于词表外的词lowest};
\node[node,anchor = north west] (node9) at ([yshift = 0.3em]node8.south west) {可以被分割为low est};
\node[node,font=\scriptsize,anchor = north,fill=ugreen!5,drop shadow] (dict) at ([xshift = 8em,yshift = -5em]node6.south){\begin{tabular}{llllll}
\multirow{3}{*}{子词词表:} & `es' & `est' & `est$<$e$>$' & `lo' & `low' \\
& `ne' & `new'&`newest$<$e$>$' & `low$<$e$>$'& `wi'\\
& `wid' & `widest$<$e$>$' & `lowe' & `lower'& `lower$<$e$>$'
\end{tabular}};
\node[node,anchor=west] (line1) at ([xshift = 8em]node1.south east) {按字符拆分，并添加};
\node[node,anchor=north west] (line2) at ([yshift=0.3em]line1.south west) {终结符$<$e$>$,统计词频。};
\node[node,anchor=north west] (line3) at ([yshift=-4em]line2.south west) {统计每一个连续字节对};
\node[node,anchor=north west] (line4) at ([yshift=0.3em]line3.south west) {的出现频率，选择最高};
\node[node,anchor=north west] (line5) at ([yshift=0.3em]line4.south west) {频者合并成新的子词};
\begin{pgfonlayer}{background}
%\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=red!10,drop shadow,draw=red] [fit = (line1) (line2) (line3) (line4)] (box1) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=purple] [fit = (node1) (node2)] (box1) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,very thick,dotted,draw=teal] [fit = (node3) (node4) (node5) (node6)] (box2) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=purple!5,drop shadow] [fit = (line1) (line2)] (box3) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=ugreen!5,drop shadow] [fit = (line3) (line4) (line5)] (box4) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=purple!5,drop shadow] [fit = (node7)] (box5) {};
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=blue!5,drop shadow] [fit = (node8) (node9)] (box6) {};
\end{pgfonlayer}
\draw[->,line width=.03cm] ([yshift=0em]box2.south) -- ([yshift=0.2em]node7.north);
\draw[->,line width=.03cm] ([yshift=0em]box1.south) -- ([yshift=0em]box2.north);
\draw [->,dotted,very thick,purple] (box3.west) -- ([xshift=-1.5em]box3.west);
\draw [->,dotted,very thick,teal] (box4.west) -- ([xshift=-1.7em]box4.west);
\draw [->,dotted,very thick] ([xshift=6em]dict.north) .. controls +(north:1) and +(south:1) .. (box6.south);
\end{tikzpicture}
\ No newline at end of file
Chapter13/Figures/figure-unk-of-bpe.tex 0 → 100644
\begin{tikzpicture}
\node[rounded corners=3pt,minimum width=1.0em,minimum height=2.0em,font=\scriptsize,fill=green!5,drop shadow,thick,draw](top) at (0,0) {
\begin{tabular}{ll}
\multicolumn{2}{c}{BPE词表:} \\
errrr$<$e$>$ & tain$<$e$>$ \\
moun & est$<$e$>$ \\
high & the$<$e$>$ \\
a$<$e$>$ &
\end{tabular}
};
\node[font=\scriptsize,anchor=west] (node1) at ([xshift=0.5em,yshift=1em]top.east) {原始序列：};
\node[font=\scriptsize,anchor=west] (this) at (node1.east) {"this$<$e$>$" ,};
\node[font=\scriptsize,anchor=west] (highest) at (this.east) {"highest$<$e$>$",};
\node[font=\scriptsize,anchor=west] (mountain) at (highest.east) { "mountain$<$e$>$"};
\node[font=\scriptsize,anchor=west] (node2) at ([yshift=-1.5em]node1.south west) {BPE切分：};
\node[font=\scriptsize,anchor=west] (unk) at (node2.east) {"$<$unk$>$",};
\node[font=\scriptsize,anchor=west] (high) at (unk.east) {"high",};
\node[font=\scriptsize,anchor=west] (est) at (high.east) {"est$<$e$>$",};
\node[font=\scriptsize,anchor=west] (moun) at (est.east) {"moun",};
\node[font=\scriptsize,anchor=west] (tain) at (moun.east) {"tain$<$e$>$"};
%\draw[->,thick](node1.south) -- ([xshift=-1.0em]node2.north);
\draw[->,thick]([xshift=-0.2em]this.south) -- (unk);
\draw[->,thick](highest.south) -- (high);
\draw[->,thick](highest.south) -- (est);
\draw[->,thick](mountain.south) -- (moun);
\draw[->,thick](mountain.south) -- (tain);
\end{tikzpicture}
\ No newline at end of file
Chapter13/Figures/figure-word-change.tex 0 → 100644
\begin{center}
\begin{tikzpicture}
\node[rounded corners=3pt,minimum width=10.0em,minimum height=2.0em,draw,thick,fill=green!5,font=\scriptsize,drop shadow,inner sep=0.5em] (left) at (0,0) {
\begin{tabular}{c}
名词\\
\rule{0pt}{12pt}cat，cats 、watch，watches\\
\rule{0pt}{12pt}baby，babies、wife，wives\\
\end{tabular}
};
\node[rounded corners=3pt,minimum width=10.0em,minimum height=2.0em,draw,thick,fill=green!5,font=\scriptsize,drop shadow,inner sep=0.5em] (right) at ([xshift=8em]left.east) {
\begin{tabular}{c}
动词\\
\rule{0pt}{12pt}do，did ，does，doing，done\\
\rule{0pt}{12pt}have，had，has，having\\
\end{tabular}
};
\end{tikzpicture}
\end{center}
\ No newline at end of file
Chapter13/Figures/figure-word-root.tex 0 → 100644
\begin{tikzpicture}
\node[] (do) at (0,0) {{\red do}};
\node[anchor = west] (does) at ([xshift = 1em]do.east) {{\red do}es};
\node[anchor = west] (doing) at ([xshift = 0.7em]does.east) {{\red do}ing};
\node[anchor = north] (do_root) at ([yshift = -1.5em]does.south) {do};
\node[anchor = west] (new) at ([xshift = 2em]doing.east) {{\red new}};
\node[anchor = west] (newer) at ([xshift = 1em]new.east) {{\red new}er};
\node[anchor = west] (newest) at ([xshift = 0.7em]newer.east) {{\red new}est};
\node[anchor = north] (new_root) at ([yshift = -1.5em]newer.south) {new};
\draw [->] ([yshift=0.2em]do_root.north) .. controls +(north:0.4) and +(south:0.6) ..(do.south);
\draw [->] (do_root.north) -- (does.south);
\draw [->] ([yshift=0.2em]do_root.north) .. controls +(north:0.4) and +(south:0.6) ..(doing.south);
\draw [->] ([yshift=0.2em]new_root.north) .. controls +(north:0.4) and +(south:0.6) ..(new.south);
\draw [->] (new_root.north) -- (newer.south);
\draw [->] ([yshift=0.2em]new_root.north) .. controls +(north:0.4) and +(south:0.6) ..(newest.south);
\end{tikzpicture}
\ No newline at end of file
Chapter14/Figures/figure-reproduction-rate.tex
...@@ -27,7 +27,7 @@ ...@@ -27,7 +27,7 @@
\node[font=\footnotesize,anchor=east] (w1) at ([xshift=-0.5em]w2.west){\scriptsize\textbf{1}}; \node[font=\footnotesize,anchor=east] (w1) at ([xshift=-0.5em]w2.west){\scriptsize\textbf{1}};
\node[font=\footnotesize,anchor=west] (w4) at ([xshift=0.5em]w3.east){\scriptsize\textbf{0}}; \node[font=\footnotesize,anchor=west] (w4) at ([xshift=0.5em]w3.east){\scriptsize\textbf{0}};
\node[font=\footnotesize,anchor=west] (w5) at ([xshift=0.5em]w4.east){\scriptsize\textbf{1}}; \node[font=\footnotesize,anchor=west] (w5) at ([xshift=0.5em]w4.east){\scriptsize\textbf{1}};
\node[font=\footnotesize,anchor=south] (output) at ([yshift=1em]tgt_sf.north){\scriptsize\textbf{Wir akzeptieren das voll und ganz}}; \node[font=\footnotesize,anchor=south] (output) at ([yshift=1em]tgt_sf.north){\scriptsize\sffamily\bfseries{我们\quad 完全\quad 接受\quad 它\quad 。}};
\node[font=\footnotesize,anchor=north] (src) at ([yshift=-1em]src_emb.south){\scriptsize\textbf{We totally accept it .}}; \node[font=\footnotesize,anchor=north] (src) at ([yshift=-1em]src_emb.south){\scriptsize\textbf{We totally accept it .}};
\node[font=\footnotesize,anchor=north] (tgt) at ([yshift=-1em]tgt_emb.south){\scriptsize\textbf{We totally accept accept .}}; \node[font=\footnotesize,anchor=north] (tgt) at ([yshift=-1em]tgt_emb.south){\scriptsize\textbf{We totally accept accept .}};
......
bibliography.bib
...@@ -5893,6 +5893,50 @@ author = {Yoshua Bengio and ...@@ -5893,6 +5893,50 @@ author = {Yoshua Bengio and
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%% chapter 13------------------------------------------------------ %%%%% chapter 13------------------------------------------------------
@inproceedings{garcia-martinez2016factored,
title={Factored Neural Machine Translation Architectures},
author={Mercedes {Garcia-Martinez} and Loïc {Barrault} and Fethi {Bougares}},
booktitle={International Workshop on Spoken Language Translation (IWSLT'16)},
notes={Sourced from Microsoft Academic - https://academic.microsoft.com/paper/2949810612},
year={2016}
}
@inproceedings{DBLP:conf/acl/Kudo18,
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@article{DBLP:journals/jmlr/RaffelSRLNMZLL20,
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Sharan Narang and
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}
%%%%% chapter 13------------------------------------------------------ %%%%% chapter 13------------------------------------------------------
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
...@@ -7777,7 +7821,7 @@ author = {Zhuang Liu and ...@@ -7777,7 +7821,7 @@ author = {Zhuang Liu and
Huishuai Zhang and Huishuai Zhang and
Yanyan Lan and Yanyan Lan and
Liwei Wang and Liwei Wang and
Tie{-}Yan Liu}, Tie-Yan Liu},
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journal = {CoRR}, journal = {CoRR},
volume = {abs/2002.04745}, volume = {abs/2002.04745},
...@@ -7898,7 +7942,7 @@ author = {Zhuang Liu and ...@@ -7898,7 +7942,7 @@ author = {Zhuang Liu and
Marcus Frean and Marcus Frean and
Lennox Leary and Lennox Leary and
J. P. Lewis and J. P. Lewis and
Kurt Wan{-}Duo Ma and Kurt Wan-Duo Ma and
Brian McWilliams}, Brian McWilliams},
title = {The Shattered Gradients Problem: If resnets are the answer, then what title = {The Shattered Gradients Problem: If resnets are the answer, then what
is the question?}, is the question?},
...@@ -7909,7 +7953,7 @@ author = {Zhuang Liu and ...@@ -7909,7 +7953,7 @@ author = {Zhuang Liu and
} }
@inproceedings{DBLP:conf/icml/Allen-ZhuLS19, @inproceedings{DBLP:conf/icml/Allen-ZhuLS19,
author = {Zeyuan Allen{-}Zhu and author = {Zeyuan Allen-Zhu and
Yuanzhi Li and Yuanzhi Li and
Zhao Song}, Zhao Song},
title = {A Convergence Theory for Deep Learning via Over-Parameterization}, title = {A Convergence Theory for Deep Learning via Over-Parameterization},
...@@ -8069,7 +8113,7 @@ author = {Zhuang Liu and ...@@ -8069,7 +8113,7 @@ author = {Zhuang Liu and
Fei Tian and Fei Tian and
Tao Qin and Tao Qin and
Enhong Chen and Enhong Chen and
Tie{-}Yan Liu}, Tie-Yan Liu},
title = {Neural Architecture Optimization}, title = {Neural Architecture Optimization},
publisher = {Advances in Neural Information Processing Systems}, publisher = {Advances in Neural Information Processing Systems},
pages = {7827--7838}, pages = {7827--7838},
...@@ -8212,12 +8256,12 @@ author = {Zhuang Liu and ...@@ -8212,12 +8256,12 @@ author = {Zhuang Liu and
@inproceedings{DBLP:conf/cvpr/LiuCSAHY019, @inproceedings{DBLP:conf/cvpr/LiuCSAHY019,
author = {Chenxi Liu and author = {Chenxi Liu and
Liang{-}Chieh Chen and Liang-Chieh Chen and
Florian Schroff and Florian Schroff and
Hartwig Adam and Hartwig Adam and
Wei Hua and Wei Hua and
Alan L. Yuille and Alan L. Yuille and
Fei{-}Fei Li}, Fei-Fei Li},
title = {Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic title = {Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic
Image Segmentation}, Image Segmentation},
pages = {82--92}, pages = {82--92},
...@@ -8276,7 +8320,7 @@ author = {Zhuang Liu and ...@@ -8276,7 +8320,7 @@ author = {Zhuang Liu and
Lingxi Xie and Lingxi Xie and
Xiaopeng Zhang and Xiaopeng Zhang and
Xin Chen and Xin Chen and
Guo{-}Jun Qi and Guo-Jun Qi and
Qi Tian and Qi Tian and
Hongkai Xiong}, Hongkai Xiong},
title = {{PC-DARTS:} Partial Channel Connections for Memory-Efficient Architecture title = {{PC-DARTS:} Partial Channel Connections for Memory-Efficient Architecture
...@@ -8329,8 +8373,8 @@ author = {Zhuang Liu and ...@@ -8329,8 +8373,8 @@ author = {Zhuang Liu and
Maxim Neumann and Maxim Neumann and
Jonathon Shlens and Jonathon Shlens and
Wei Hua and Wei Hua and
Li{-}Jia Li and Li-Jia Li and
Li Fei{-}Fei and Li Fei-Fei and
Alan L. Yuille and Alan L. Yuille and
Jonathan Huang and Jonathan Huang and
Kevin Murphy}, Kevin Murphy},
...@@ -8346,8 +8390,8 @@ author = {Zhuang Liu and ...@@ -8346,8 +8390,8 @@ author = {Zhuang Liu and
Fei Tian and Fei Tian and
Yingce Xia and Yingce Xia and
Tao Qin and Tao Qin and
Xiang{-}Yang Li and Xiang-Yang Li and
Tie{-}Yan Liu}, Tie-Yan Liu},
title = {Searching Better Architectures for Neural Machine Translation}, title = {Searching Better Architectures for Neural Machine Translation},
journal = {IEEE Transactions on Audio, Speech, and Language Processing}, journal = {IEEE Transactions on Audio, Speech, and Language Processing},
volume = {28}, volume = {28},
...@@ -8481,7 +8525,7 @@ author = {Zhuang Liu and ...@@ -8481,7 +8525,7 @@ author = {Zhuang Liu and
Junjie Yan and Junjie Yan and
Wei Wu and Wei Wu and
Jing Shao and Jing Shao and
Cheng{-}Lin Liu}, Cheng-Lin Liu},
title = {Practical Block-Wise Neural Network Architecture Generation}, title = {Practical Block-Wise Neural Network Architecture Generation},
pages = {2423--2432}, pages = {2423--2432},
publisher = {IEEE Conference on Computer Vision and Pattern Recognition}, publisher = {IEEE Conference on Computer Vision and Pattern Recognition},
...@@ -8550,7 +8594,7 @@ author = {Zhuang Liu and ...@@ -8550,7 +8594,7 @@ author = {Zhuang Liu and
Bo Chen and Bo Chen and
Grace Chu and Grace Chu and
Shuyang Cheng and Shuyang Cheng and
Pieter{-}Jan Kindermans and Pieter-Jan Kindermans and
Quoc V. Le}, Quoc V. Le},
title = {Can Weight Sharing Outperform Random Architecture Search? An Investigation title = {Can Weight Sharing Outperform Random Architecture Search? An Investigation
With TuNAS}, With TuNAS},
...@@ -8608,7 +8652,7 @@ author = {Zhuang Liu and ...@@ -8608,7 +8652,7 @@ author = {Zhuang Liu and
@inproceedings{DBLP:conf/icml/BenderKZVL18, @inproceedings{DBLP:conf/icml/BenderKZVL18,
author = {Gabriel Bender and author = {Gabriel Bender and
Pieter{-}Jan Kindermans and Pieter-Jan Kindermans and
Barret Zoph and Barret Zoph and
Vijay Vasudevan and Vijay Vasudevan and
Quoc V. Le}, Quoc V. Le},
...@@ -8663,7 +8707,7 @@ author = {Zhuang Liu and ...@@ -8663,7 +8707,7 @@ author = {Zhuang Liu and
Lijun Wu and Lijun Wu and
Jinhua Zhu and Jinhua Zhu and
Tao Qin and Tao Qin and
Tie{-}Yan Liu}, Tie-Yan Liu},
title = {Microsoft Research Asia's Systems for {WMT19}}, title = {Microsoft Research Asia's Systems for {WMT19}},
pages = {424--433}, pages = {424--433},
publisher = {Annual Meeting of the Association for Computational Linguistics}, publisher = {Annual Meeting of the Association for Computational Linguistics},
...@@ -8710,7 +8754,7 @@ author = {Zhuang Liu and ...@@ -8710,7 +8754,7 @@ author = {Zhuang Liu and
@article{DBLP:journals/corr/abs-2008-06808, @article{DBLP:journals/corr/abs-2008-06808,
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Jayden Ooi and Jayden Ooi and
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Hyung Won Chung and Hyung Won Chung and
Jason Riesa}, Jason Riesa},
title = {Finding Fast Transformers: One-Shot Neural Architecture Search by title = {Finding Fast Transformers: One-Shot Neural Architecture Search by
...@@ -11548,7 +11592,84 @@ author = {Zhuang Liu and ...@@ -11548,7 +11592,84 @@ author = {Zhuang Liu and
publisher = {European Association of Computational Linguistics}, publisher = {European Association of Computational Linguistics},
year = {2017} year = {2017}
} }
@inproceedings{DBLP:conf/aaai/Zhang0LZC18,
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Shujie Liu and
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}
@inproceedings{DBLP:conf/wmt/SunJXHWW19,
author = {Meng Sun and
Bojian Jiang and
Hao Xiong and
Zhongjun He and
Hua Wu and
Haifeng Wang},
title = {Baidu Neural Machine Translation Systems for {WMT19}},
pages = {374--381},
publisher = {Annual Meeting of the Association for Computational Linguistics},
year = {2019}
}
@inproceedings{DBLP:conf/acl/SuHC19,
author = {Shang-Yu Su and
Chao-Wei Huang and
Yun-Nung Chen},
title = {Dual Supervised Learning for Natural Language Understanding and Generation},
pages = {5472--5477},
publisher = {Annual Meeting of the Association for Computational Linguistics},
year = {2019}
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@article{DBLP:journals/ejasmp/RadzikowskiNWY19,
author = {Kacper Radzikowski and
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Osamu Yoshie},
title = {Dual supervised learning for non-native speech recognition},
journal = {{EURASIP} J. Audio Speech Music. Process.},
volume = {2019},
pages = {3},
year = {2019}
}
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title={Dual Learning for Machine Translation and Beyond},
author={Qin, Tao},
pages={49--72},
year={2020},
publisher={Springer}
}
@inproceedings{DBLP:conf/iccv/YiZTG17,
author = {Zili Yi and
Hao (Richard) Zhang and
Ping Tan and
Minglun Gong},
title = {DualGAN: Unsupervised Dual Learning for Image-to-Image Translation},
pages = {2868--2876},
publisher = {{IEEE} Computer Society},
year = {2017}
}
@article{DBLP:journals/access/DuRZH20,
author = {Liang Du and
Xin Ren and
Peng Zhou and
Zhiguo Hu},
title = {Unsupervised Dual Learning for Feature and Instance Selection},
journal = {{IEEE} Access},
volume = {8},
pages = {170248--170260},
year = {2020}
}
%%%%% chapter 16------------------------------------------------------ %%%%% chapter 16------------------------------------------------------
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
......
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