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authormjkwiatkowski <mati.rewa@gmail.com>2026-07-20 12:43:25 +0200
committermjkwiatkowski <mati.rewa@gmail.com>2026-07-26 22:18:18 +0200
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@@ -28,7 +28,13 @@ In short, the high computational demand of \gls{ai} and the end of Dennard's sca
Both events create a need for more careful datacenter management to tackle the unprecedented complexity and ensure availability of all cloud services.
To address this new problem a concept of a datacenter \gls{dt} was proposed~\cite{DBLP:journals/computer/AthavaleBBMMPS24}.
+\begin{figure}[t]
+ \hspace{-1.75cm}
+ \centering
+ \includegraphics[width=0.8\linewidth]{images/ai_timeline.pdf}
+ \caption[Explosive growth in AI computational requirements.]{Explosive growth in AI computational requirements drives datacenter upgrades (source: NVIDIA Analysis: reproduction with NVIDIA permission by~\cite{DBLP:journals/computer/AthavaleBBMMPS24}). \emph{X}-axis presents the year, and the \emph{Y}-axis presents the training compute requirement (in petaFLOPs). The plot shows the one of the reasons behind why the complexity of datacenters is rising.}
+\end{figure}
\section{Context}\label{s:context}
% A digital twin is often called a virtual twin.
@@ -204,7 +210,7 @@ In Chapter \ref{s:evaluation} we evaluate the prototype of the system and valida
In Chapter \ref{s:conclusion} we conclude the thesis with a summary of contributions and potential future work.
\begin{figure}[t!]
\centering
- \includegraphics[width=\linewidth]{images/thesis_structure.png}
+ \includegraphics[width=0.95\linewidth]{images/thesis_structure.png}
\caption{Structure of this thesis, with suggested reading flows.}
\label{fig:thesis_structure}
\end{figure}