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final-report.tex
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final-report.tex
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\input{preamble.tex}
\begin{document}
\pagestyle{empty}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Title page
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{titlepage}
\begin{center}
\includegraphics[width=40mm]{tum_logo.pdf}\\[20mm]
\sf
{\huge
TECHNICAL UNIVERSITY OF MUNICH\\[20mm]
TUM Data Innovation Lab\\[20mm]
}
\normalsize
\renewcommand{\baselinestretch}{2}\normalsize
{\Huge
Acceleration of Neural Network Training with Microsoft DeepSpeed
}
\renewcommand{\baselinestretch}{1}\normalsize
\bigskip
\end{center}
\vspace*{20mm}
\large
\begin{tabular}{ll}
Authors & Yamei Chen, Daniel Herbst, Daniel Stoll \\
Mentor(s) & Ludger P\"ahler \\
& TUM Chair of Aerodynamics and Fluid Mechanics \\
Project Lead & Dr. Ricardo Acevedo Cabra (Department of Mathematics)\\
Supervisor & Prof. Dr. Massimo Fornasier (Department of Mathematics)\\
\end{tabular}
\\
\begin{center}
\vspace*{10mm}
1 August 2022
\end{center}
\end{titlepage}
\newpage
\pagestyle{headings}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Abstract
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\input{./content/abstract.tex}
\newpage
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Table of contents
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\tableofcontents
\newpage
\pagestyle{headings}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Content
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\input{./content/introduction/introduction.tex}
\input{./content/preliminaries/gnns.tex}
\input{./content/preliminaries/atomic_simulations.tex}
\input{./content/preliminaries/ocp.tex}
\input{./content/preliminaries/scalable_ml.tex}
\input{./content/preliminaries/deepspeed.tex}
\input{./content/implementation/general.tex}
\input{./content/implementation/mixed_precision.tex}
\input{./content/implementation/zero.tex}
\input{./content/implementation/cpu_offloading.tex}
\input{./content/evaluation/datasets.tex}
\input{./content/evaluation/setup.tex}
\input{./content/evaluation/results.tex}
\input{./content/related_work.tex}
\input{./content/project_organization.tex}
\input{./content/conclusion.tex}
\clearpage
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Bibliography
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\pagestyle{plain}
\nocite{*}
\printbibliography
\clearpage
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Appendix
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\input{./content/appendix.tex}
\end{document}