Neue Daten

paper/main.tex

@@ -249,19 +249,17 @@ Potentially, analyze how the rankings of different similarities look like.
 \end{table}
 
 \begin{figure}
-\begin{subfigure}{0.5\textwidth}
+\begin{subfigure}{0.31\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_4296426-out/jobs-nodes}
 \caption{Job-S} \label{fig:nodes-job-S}
 \end{subfigure}
-
+\begin{subfigure}{0.31\textwidth}
-\begin{subfigure}{0.5\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_5024292-out/jobs-nodes}
 \caption{Job-M} \label{fig:nodes-job-M}
 \end{subfigure}
-
+\begin{subfigure}{0.31\textwidth}
-\begin{subfigure}{0.5\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_7488914-out/jobs-nodes}
 \caption{Job-L} \label{fig:nodes-job-L}
@@ -273,19 +271,17 @@ Potentially, analyze how the rankings of different similarities look like.
 
 
 \begin{figure}
-\begin{subfigure}{0.5\textwidth}
+\begin{subfigure}{0.31\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_4296426-out/jobs-elapsed}
 \caption{Job-S} \label{fig:runtime-job-S}
 \end{subfigure}
-
+\begin{subfigure}{0.31\textwidth}
-\begin{subfigure}{0.5\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_5024292-out/jobs-elapsed}
 \caption{Job-M} \label{fig:runtime-job-M}
 \end{subfigure}
-
+\begin{subfigure}{0.31\textwidth}
-\begin{subfigure}{0.5\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_7488914-out/jobs-elapsed}
 \caption{Job-L} \label{fig:runtime-job-L}
@@ -295,23 +291,28 @@ Potentially, analyze how the rankings of different similarities look like.
 \label{fig:runtime-job}
 \end{figure}
 
-Different algorithms ...
+To see how different the algorithms behave, the intersection of two algorithms is computed for the 100 jobs with the highest similarity and visualized in \Cref{fig:heatmap-job}.
+As expected, we can observe that bin\_all and bin\_aggzeros is very similar for all three jobs.
+While there is some reordering, both algorithms lead to a comparable order.
+The hex\_lev and hex\_native algorithms are also exhibiting some overlap particularly for Job-S and Job-L.
+For Job\-M, however, they lead to a different ranking and Top\,100.
+From the analysis, we conclude that one representative from binary quantization is sufficient while the other algorithms identify mostly disjoint behavioral aspects and, therefore, should be considered together.
 
+One consideration is to identify jobs that meet a rank threshold for all different algorithms.
+\jk{TODO}
 
 \begin{figure}
-\begin{subfigure}{0.5\textwidth}
+\begin{subfigure}{0.31\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_4296426-out/intersection-heatmap}
 \caption{Job-S} \label{fig:heatmap-job-S}
 \end{subfigure}
-
+\begin{subfigure}{0.31\textwidth}
-\begin{subfigure}{0.5\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_5024292-out/intersection-heatmap}
 \caption{Job-M} \label{fig:heatmap-job-M}
 \end{subfigure}
-
+\begin{subfigure}{0.31\textwidth}
-\begin{subfigure}{0.5\textwidth}
 \centering
 \includegraphics[width=\textwidth]{job_similarities_7488914-out/intersection-heatmap}
 \caption{Job-L} \label{fig:heatmap-job-L}
@@ -325,21 +326,20 @@ Different algorithms ...
 
 \subsection{Job-S}
 
-
 \begin{figure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9615-timeseries4297102}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9615--1timeseries4296288}
 \caption{Rank 2, SIM=0.9615}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9017-timeseries4570701}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.9012--15timeseries4296277}
 \caption{Rank 15, SIM=0.9017}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.7901-timeseries4693267}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_lev-0.7901--99timeseries4297842}
 \caption{Rank\,100, SIM=0.790}
 \end{subfigure}
 
@@ -347,21 +347,20 @@ Different algorithms ...
 \label{fig:job-S-hex-lev}
 \end{figure}
 
-
 \begin{figure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9808-timeseries4567314}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9808--1timeseries4296288}
 \caption{Rank 2, SIM=}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9375-timeseries4709700}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9375--15timeseries4564296}
 \caption{Rank 15, SIM=}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9001-timeseries4527630}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.8915--99timeseries4296785}
 \caption{Rank\,100, SIM=}
 \end{subfigure}
 
@@ -369,52 +368,58 @@ Different algorithms ...
 \label{fig:job-S-hex-native}
 \end{figure}
 
+% \ContinuedFloat
+
+Hex phases very similar to hex native.
+Komischer JOB zu inspizieren: \verb|job_similarities_4296426-out/hex_phases-0.7429--93timeseries4237860.png|
+
+
+Bin aggzeros works quite well here too. The jobs are a bit more diverse.
+
 
 
 \begin{figure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_phases-0.9153-timeseries4567314}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/bin_aggzeros-0.8462--1timeseries4296280}
-\caption{Rank 2, $SIM=$ (same job as hex native Top1)}
+\caption{Rank 2, SIM=}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_native-0.9268-timeseries4557849}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/bin_aggzeros-0.7778--14timeseries4296191}
-\caption{Rank 15, $SIM=$}
+\caption{Rank 15, SIM=}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_4296426-out/hex_phases-0.7382-timeseries4693267}
+\includegraphics[width=\textwidth]{job_similarities_4296426-out/bin_aggzeros-0.6923--99timeseries4692693}
-\caption{Rank\,100, $SIM=$ }
+\caption{Rank\,100, SIM=}
 \end{subfigure}
 
-\caption{Job-S with Hex-Phases, selection of similar jobs}
+\caption{Job-S with bin\_aggzero, selection of similar jobs}
-\label{fig:job-S-hex-phases}
+\label{fig:job-S-bin-aggzeros}
 \end{figure}
 
-% \ContinuedFloat
-
-Bin aggzeros works quite well here too.
-
 
 \subsection{Job-M}
 
+Bin aggzero liefert Mist zurück.
+
 
 
 \begin{figure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7755-timeseries7907734}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7755--1timeseries8010306}
 \caption{Rank 2, $SIM=$}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7347-timeseries4244400}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7347--14timeseries7753375}
 \caption{$SIM=$}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.5306-timeseries8038026}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.5102--99timeseries5120077}
 \caption{$SIM=$ }
 \end{subfigure}
 
@@ -427,28 +432,187 @@ Bin aggzeros works quite well here too.
 \begin{figure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7755-timeseries7907734}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.9546--1timeseries7826634}
 \caption{Rank 2, $SIM=$}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.7347-timeseries4244400}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.9365--2timeseries5240733}
+\caption{Rank 3, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.7392--15timeseries7651420}
 \caption{$SIM=$}
 \end{subfigure}
 \begin{subfigure}{0.3\textwidth}
 \centering
-\includegraphics[width=\textwidth]{job_similarities_5024292-out/bin_aggzeros-0.5306-timeseries8038026}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_lev-0.7007--99timeseries4371263}
 \caption{$SIM=$ }
 \end{subfigure}
 
-\caption{Job-M with Bin-Aggzero, selection of similar jobs}
+\caption{Job-M with hex\_lev, selection of similar jobs}
-\label{fig:job-M-bin-aggzero}
+\label{fig:job-M-hex-lev}
 \end{figure}
 
 
+
+\begin{figure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.9878--1timeseries5240733}
+\caption{Rank 2, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.9651--2timeseries7826634}
+\caption{Rank 3, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.9084--14timeseries8037817}
+\caption{$SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_native-0.8838--99timeseries7571967}
+\caption{$SIM=$ }
+\end{subfigure}
+
+\caption{Job-M with hex\_native, selection of similar jobs}
+\label{fig:job-M-hex-native}
+\end{figure}
+
+
+\begin{figure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.8974--1timeseries4851096}
+\caption{Rank 2, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.8974--2timeseries4756527}
+\caption{Rank 3, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.7963--14timeseries5240733}
+\caption{$SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_5024292-out/hex_phases-0.6863--99timeseries8073368}
+\caption{$SIM=$ }
+\end{subfigure}
+
+\caption{Job-M with hex\_phases, selection of similar jobs}
+\label{fig:job-M-hex-phases}
+\end{figure}
+
 \subsection{Job-L}
 
 
+\begin{figure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1671--1timeseries8017954}
+\caption{Rank 2, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1671--2timeseries7869050}
+\caption{Rank 3, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1521--14timeseries8375617}
+\caption{$SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/bin_aggzeros-0.1097--99timeseries5129989}
+\caption{$SIM=$ }
+\end{subfigure}
+
+\caption{Job-L with bin\_aggzero, selection of similar jobs}
+\label{fig:job-L-bin-aggzero}
+\end{figure}
+
+
+\begin{figure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.9386--1timeseries7266845}
+\caption{Rank 2, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.9375--2timeseries7214657}
+\caption{Rank 3, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.7251--14timeseries4341304}
+\caption{$SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_lev-0.1657--99timeseries8036223}
+\caption{$SIM=$ (30s)}
+\end{subfigure}
+
+\caption{Job-L with hex\_lev, selection of similar jobs}
+\label{fig:job-L-hex-phases}
+\end{figure}
+
+
+\begin{figure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.9390--1timeseries7266845}
+\caption{Rank 2, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.9333--2timeseries7214657}
+\caption{Rank 3, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.8708--14timeseries4936553}
+\caption{$SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_native-0.1695--99timeseries4365829}
+\caption{$SIM=$ }
+\end{subfigure}
+
+\caption{Job-L with hex\_native, selection of similar jobs}
+\label{fig:job-L-hex-native}
+\end{figure}
+
+\begin{figure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--1timeseries4400632}
+\caption{Rank 2, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--2timeseries4454488}
+\caption{Rank 3, $SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--14timeseries4395405}
+\caption{$SIM=$}
+\end{subfigure}
+\begin{subfigure}{0.3\textwidth}
+\centering
+\includegraphics[width=\textwidth]{job_similarities_7488914-out/hex_phases-1.0000--99timeseries4526720}
+\caption{$SIM=$ }
+\end{subfigure}
+
+\caption{Job-L with hex\_phases, selection of similar jobs}
+\label{fig:job-L-hex-phases}
+\end{figure}
+
+
 
 
 \section{Conclusion}