Some writeup
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\centering
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\centering
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\includegraphics[width=\textwidth]{fugaku.jpg}
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\includegraphics[width=\textwidth]{fugaku.jpg}
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\emph{Le supercalculateur \emph{Fugaku} ---~© Riken}
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\emph{Le supercalculateur \emph{Fugaku} ---~© RIKEN}
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\end{frame}
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\end{frame}
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\begin{frame}[c]{}
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\begin{frame}[c]{}
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\includegraphics[height=0.9\textheight]{serveur_supermicro.png}\\
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\includegraphics[height=0.9\textheight]{serveur_supermicro.png}\\
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\emph{Un serveur ---~© Supermicro}
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\emph{Un serveur ---~© Supermicro}
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\end{frame}
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\end{frame}
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\begin{frame}
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\centering
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%\includegraphics[width=\textwidth]{fugaku.jpg}
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\emph{Un processeur}
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\end{frame}
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\begin{frame}{Quelques ordres de grandeur}
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\begin{columns}
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\begin{column}{0.32\textwidth}
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\begin{block}{Nombres}
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\begin{itemize}
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\item{} \emph{Fugaku}~: 158,976 CPUs
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\end{itemize}
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\end{block}
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\end{column}\hfill
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\begin{column}{0.32\textwidth}
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\begin{block}{Coût}
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\begin{itemize}
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\item{} un processeur~: $\sim$~100--1\,000\,€
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\item{} un serveur~: $\sim$~10\,000--50\,000\,€
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\item{} \textit{Fugaku}~: 1 milliard~\$
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\end{itemize}
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\end{block}
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\end{column}\hfill
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\begin{column}{0.32\textwidth}
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\begin{block}{Consommation}
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\begin{itemize}
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\item{} un serveur~: $\sim$~500\,W
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\item{} \textit{Fugaku}~: 30--40\,MW ($\sim$~5\,\% d'un
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réacteur nucléaire)
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\end{itemize}
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\end{block}
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\end{column}
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\end{columns}
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\hfill
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\begin{center}
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\textbf{$\rightarrow$ gagner quelques \% de performance, c'est très
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rentable~!}
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\end{center}
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\end{frame}
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\begin{frame}
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\todo{}
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\begin{itemize}
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\item De quel genre de programme on parle~? (Calcul scientifique
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---~météo, simulation d'océans, …~---, IA, \ldots)
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\item Comment gagner de la perf~?
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\item Les 3 bottlenecks
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\item Les code analyzers
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\end{itemize}
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\end{frame}
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\section{Foundations}
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\section{Foundations}
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\begin{frame}{Bird's eye view of a CPU}
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\centering
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\includegraphics[height=0.94\textheight]{cpu_big_picture.svg}
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\end{frame}
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\begin{frame}{Possible bottlenecks}
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\begin{columns}
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\begin{column}{0.4\textwidth}
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\begin{center}
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\includegraphics[width=\textwidth]{cpu_big_picture_truncate.svg}
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\end{center}
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\end{column}
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\hfill
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\begin{column}{0.58\textwidth}
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\begin{tightitemize}{0pt}
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\begin{itemize}
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\item \alert{Frontend:} \uops{} issued not fast enough;
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issuing faster would speed up computation;
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\bigskip
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\item \alert{Backend:} saturated execution units; adding
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more units would speed up computation;
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\bigskip
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\item \alert{Dependencies:} computation is stalled waiting
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for previous results; removing data dependencies would
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speed up computation.
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\end{itemize}
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\end{tightitemize}
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\end{column}
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\end{columns}
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\end{frame}
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\begin{frame}{Dependencies and the ROB}
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\begin{itemize}
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\item Dependencies can stall execution
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\item Maybe instructions further down can be executed right now?
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\item ROB: circular buffer of \uops{}
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\item First possible instruction is issued
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\end{itemize}
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\end{frame}
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\begin{frame}{How do we get insights from this complex system?}
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\textbf{Hardware counters}
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\begin{itemize}
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\item Built-in hardware, counters gathered at runtime
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\item Very accurate
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\item Available data varies from model to model
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\item May not even be available at all
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\end{itemize}
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\textbf{Simulation?}
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\begin{itemize}
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\item A modern CPU is \alert{$\sim$\,100e9 transistors}: very complex
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models!
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\item Very expensive, even for manufacturers for design validation
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\item CPU design is industrial secret $\leadsto$ not available anyway
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\item \ldots{}\ie{} not feasible.
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\end{itemize}
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\end{frame}
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\begin{frame}{Enter code analyzers}
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\begin{itemize}
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\item Tools that predict performance of a piece of assembly code on a
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given CPU
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\item Features microarchitectural models
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\item Most often static analyzers
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\item May derive further useful metrics, \eg{} bottlenecks, by
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inspecting their model at will
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\end{itemize}
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\end{frame}
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\begin{frame}{What can be analyzed?}
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Pieces of code referred as \alert{``microkernels''}:
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\begin{itemize}
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\item body of an (assumed) infinite loop;
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\item in steady-state;
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\item straight-line code (branches assumed not taken);
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\item L1-resident (memory model is out of scope).
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\end{itemize}
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Reasonable hypotheses for the category of codes worth optimizing this way!
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\end{frame}
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\begin{frame}{Existing code analyzers}
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\begin{itemize}
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\item Intel \alert{\iaca{}}: proprietary and only compatible with
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Intel. First ``good'' code analyzer, now deprecated. Was (is?)
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widely used.
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\item \alert{\llvmmca{}}: FOSS, production-grade, many
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microarchitectures. Based on data from the \texttt{llvm} compiler.
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\item \alert{\uica{}} and \alert{\uopsinfo{}}: research, good accuracy.
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Intel.
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\item \alert{\ithemal{}}: machine-learning based. Not so accurate.
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\item \alert{\gus{}}: instrumentation-based code analyzer (not
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static) $\leadsto$ slow. Access to mode information. Made in the
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CORSE team.
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\end{itemize}
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Except Ithemal, \alert{all} are (to some extent) based on manually-made
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models!
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\end{frame}
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1
slides/30_frontend/main.tex
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slides/30_frontend/main.tex
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\section{A frontend model for the Cortex A72}
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slides/40_cesasme/main.tex
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slides/40_cesasme/main.tex
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\section{\cesasme: evaluate and compare state-of-the-art code analyzers}
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slides/50_staticdeps/main.tex
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slides/50_staticdeps/main.tex
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\section{\staticdeps: static extraction of memory-carried dependencies}
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slides/60_a72combined/main.tex
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\section{The \acombined{} model: wrapping it all up}
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slides/assets/imgs/20_foundations/cpu_big_picture.svg
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slides/assets/imgs/20_foundations/cpu_big_picture.svg
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After Width: | Height: | Size: 35 KiB |
Binary file not shown.
|
|
@ -1,8 +1,8 @@
|
||||||
\newcommand{\uop}{$\mu$OP}
|
\newcommand{\uop}{$\mu$OP}
|
||||||
\newcommand{\uops}{\uop{}s}
|
\newcommand{\uops}{\uop{}s}
|
||||||
|
|
||||||
\newcommand{\eg}{\textit{eg.}}
|
\newcommand{\eg}{e.g.}
|
||||||
\newcommand{\ie}{\textit{ie.}}
|
\newcommand{\ie}{i.e.}
|
||||||
\newcommand{\wrt}{\textit{wrt.}}
|
\newcommand{\wrt}{\textit{wrt.}}
|
||||||
|
|
||||||
\newcommand{\kerK}{\mathcal{K}}
|
\newcommand{\kerK}{\mathcal{K}}
|
||||||
|
|
|
||||||
|
|
@ -39,3 +39,12 @@
|
||||||
\subincludefrom{#1}{main.tex}
|
\subincludefrom{#1}{main.tex}
|
||||||
\resetgraphicspath{}
|
\resetgraphicspath{}
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}
|
}
|
||||||
|
|
||||||
|
% Temporarily set leftmargini
|
||||||
|
\newlength{\STASHleftmargini}
|
||||||
|
\newenvironment{tightitemize}[1]{
|
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|
\setlength{\STASHleftmargini}{\leftmargini}
|
||||||
|
\setlength{\leftmargini}{#1}
|
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|
}{
|
||||||
|
\setlength{\leftmargini}{\STASHleftmargini}
|
||||||
|
}
|
||||||
|
|
|
||||||
|
|
@ -21,7 +21,7 @@ Université Grenoble Alpes, inria}
|
||||||
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
|
||||||
\begin{document}
|
\begin{document}
|
||||||
|
\selectlanguage{english}
|
||||||
\maketitle{}
|
\maketitle{}
|
||||||
|
|
||||||
\begin{frame}
|
\begin{frame}
|
||||||
|
|
@ -29,7 +29,17 @@ Université Grenoble Alpes, inria}
|
||||||
\tableofcontents[hideallsubsections]
|
\tableofcontents[hideallsubsections]
|
||||||
\end{frame}
|
\end{frame}
|
||||||
|
|
||||||
|
\selectlanguage{french}
|
||||||
\importchapter{10_popularization}
|
\importchapter{10_popularization}
|
||||||
|
\selectlanguage{english}
|
||||||
\importchapter{20_foundations}
|
\importchapter{20_foundations}
|
||||||
|
\importchapter{30_frontend}
|
||||||
|
\importchapter{40_cesasme}
|
||||||
|
\importchapter{50_staticdeps}
|
||||||
|
\importchapter{60_a72combined}
|
||||||
|
|
||||||
|
\begin{frame}[standout]
|
||||||
|
\Large{}Questions?
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
\end{document}
|
\end{document}
|
||||||
|
|
|
||||||
Loading…
Reference in a new issue