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-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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-\begin{document}
-
-\thispagestyle{empty}
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-\begin{center}
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-\vspace*{\stretch{1}}
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-{\huge The Little Book\\[0.75ex] of\\[1.75ex] Something}
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-\vspace*{4ex}
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-xxx xxx
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-\vspace*{\stretch{1}}
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-\end{center}
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-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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-\lipsum[1-2]
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-\begin{flushright}
-\footnotesize beta-\dotdate\today
-\end{flushright}
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-\vspace*{-3ex}
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-\newpage
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-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-% Table of content
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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-{
-\everymath{\color{black}}
-\tableofcontents* % Prints the table of contents
-%\addcontentsline{toc}{chapter}{Contents}
-}
-
-\clearpage
-
-\listoffigures*
-\addcontentsline{toc}{chapter}{List of figures}
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-\chapter*{Foreword}
-\addcontentsline{toc}{chapter}{Foreword}
-
-\keyterm[lorem]{Lorem}
-
-\lipsum[1-3]
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-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-\part{Foundations}
-
-
-%% This first part provides a minimal background about machine
-%% learning, issues and techniques for efficient computation, and the
-%% strategies to train a parametric model.
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\chapter{Lorem}
-
-\cite{arxiv-1907.07174}
-
-\lipsum[1-10]
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\chapter{Ipsum}
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-\begin{figure}
- \center
- \begin{tikzpicture}[deepnet]
- \path
- node[var] (X) {$X$}
- coordinate[next=4,layer] (encoder start)
- node[next=4,layer,param] (encoder embed) {$\embedding$}
- node[next,layer small] (encoder sum) {$+$}
- node[next=4,layer large,param] (encoder sa) {$\selfattention$}
- coordinate[next=4,layer] (encoder end)
- ;
-
- \node[var,left=10pt of encoder sum] (encoder pe) {$\positionalencoding$};
-
- \path
- node[var,above=8mm of encoder sa] (Z) {$Z$}
- coordinate[next=4,layer] (decoder start)
- node[next=4,layer,param] (decoder embed) {$\embedding$}
- node[next,layer small] (decoder sum) {$+$}
- node[next=4,layer large,param,text height=3.5ex,every text node part/.style={align=center}] (decoder sa) {$\operatorname{causal}$\\[-1pt]$\selfattention$}
- node[next=4,param,layer large,inputs={$\hspace*{3pt}Q\hspace*{38pt}KV$}] (decoder ca) {$\crossattention$}
- node[next=4,layer,param] (decoder readout) {$\fullyconnected$}
- coordinate[next=4,layer] (end)
- node[next=4,var] (Y) {$Y$}
- ;
-
- \node[var,left=10pt of decoder sum] (decoder pe) {$\positionalencoding$};
-
- \begin{scope}[on background layer]
- \node[replicated=N,fit=(encoder sa)] {};
- \node[replicated=N,fit=(decoder sa) (decoder ca)] {};
-
- \draw[halo]
- (X)--(encoder start)--(encoder embed)--(encoder sum)--(encoder sa)
- ;
-
- \draw[halo]
- (Z)--(decoder start)--(decoder embed)--(decoder sum)--(decoder sa)
- ;
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- \draw[halo] (encoder pe)--(encoder sum);
- \draw[halo,->] (decoder ca) -- (decoder readout) -- (Y);
-
- \draw[halo] (decoder pe)--(decoder sum);
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- \coordinate (decoder ca q) at ($(decoder ca.south west)!0.5!(decoder ca.south)$);
- \coordinate (decoder ca kv) at ($(decoder ca.south east)!0.5!(decoder ca.south)$);
- \coordinate (decoder ca kv d) at ($(decoder ca kv)!0.5!(decoder ca kv|-decoder sa.north)$);
-
- \draw[halo] (decoder ca q)--(decoder ca q|-decoder sa.north);
- %% \draw[halo] (decoder ca kv)|-(encoder end)--(encoder sa.north);
- \draw[halo] (decoder ca kv)--(decoder ca kv d)--++(3.25\layerthickness,0)|-(encoder end)--(encoder sa.north);
- \end{scope}
-
- \begin{pgfinterruptboundingbox}
-
- \node[fit=(encoder embed) (encoder pe) (encoder sa),xshift=-5pt] (encoder) {};
-
- \draw[curly brace]
- %
- (encoder.south west) -- (encoder.north west)
- %
- node[midway,left,every text node part/.style={align=center},xshift=-0.5em,yshift=2pt] {\likecaption Encoder};
-
- \node[fit=(decoder embed) (decoder pe) (decoder readout),xshift=-5pt] (decoder) {};
-
- \draw[curly brace]
- %
- (decoder.south west) -- (decoder.north west)
- %
- node[midway,left,every text node part/.style={align=center},xshift=-0.5em,yshift=2pt] {\likecaption Decoder};
-
- \setlength{\diminfoshift}{85pt}
- \diminfo{X}{X}{$T$}
- \diminfo{encoder embed}{X}{$T \times D$}
- \diminfo{encoder sa}{X}{$T \times D$}
- \diminfo{Z}{X}{$S$}
- \diminfo{decoder embed}{X}{$S \times D$}
- \diminfo{decoder ca}{X}{$S \times D$}
- \diminfo{decoder readout}{X}{$S \times V$}
- \end{pgfinterruptboundingbox}
-
- \end{tikzpicture}
-
- \caption[Transformer]{Original encoder-decoder
- \keyterm[Transformer]{Transformer model} for sequence-to-sequence
- translation \citep{arxiv-1706.03762}.}\label{fig:transformer}
-\end{figure}
-
-\lipsum[1-10]
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-\bibliography{test}
-
-%% If there is an index, it should follow the bibliography (see the
-%% Manual, 14.62). Bibliography entries are listed in one alphabetical
-%% sequence arranged by the surname of the first author or by title if
-%% there is no author.25 Nov 2022
-%%
-%% Bibliography - Chicago Citation Style, 17th Edition - Library
-
-\printindex
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-\newpage
-
-\vspace*{\stretch{1}}
-
-\ifdefined\draft
-\begin{center}
- {\color{red} (draft, do not circulate)}
-\end{center}
-\else
-This book is licensed under the
-\href{https://creativecommons.org/licenses/by-nc-sa/4.0/}{Creative
- Commons BY-NC-SA 4.0 International License.}
-\fi
-
-\vspace*{\stretch{1}}
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-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-\checknbdrafts
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-\end{document}