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Claudio Maggioni 2021-05-20 17:30:06 +02:00
parent 3bf7ec70ed
commit 0bc9c831cc
69 changed files with 36251 additions and 446 deletions

1
.~lock.status.ods# Normal file
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,maggicl,Apple2gs.local,20.05.2021 13:22,file:///Users/maggicl/Library/Application%20Support/LibreOffice/4;

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\documentclass{usiinfbachelorproject} \documentclass{usiinfbachelorproject}
\usepackage{multirow}
\usepackage{enumitem} \usepackage{enumitem}
\usepackage{fontawesome5} \usepackage{fontawesome5}
\usepackage{pgf} \usepackage{pgf}
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\usepackage[backend=biber,style=numeric,citestyle=ieee]{biblatex} \usepackage[backend=biber,style=numeric,citestyle=ieee]{biblatex}
\usepackage{booktabs} \usepackage{booktabs}
\usepackage{pgfplots} \usepackage{pgfplots}
\usepackage{array}
\newcolumntype{C}[1]{>{\centering\arraybackslash}p{#1}}
\usepgfplotslibrary{external} \usepgfplotslibrary{external}

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
%% \usepackage{import}
%%
%% and then include the figures with
%% \import{<path to file>}{<filename>.pgf}
%%
%% Matplotlib used the following preamble
%% \usepackage{fontspec}
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%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}]
%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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%%
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%%
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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%% Creator: Matplotlib, PGF backend
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%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
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%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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%%
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\pgftext[x=5.125000in,y=7.123333in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Figure 7b: Execution times (mins) w.r.t. event rate (cluster f)}%
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
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%% Creator: Matplotlib, PGF backend
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%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
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%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
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%%
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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%%
%% and then include the figures with
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%% Creator: Matplotlib, PGF backend
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%% To include the figure in your LaTeX document, write
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%%
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%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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%%
%% and then include the figures with
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\pgftext[x=5.125000in,y=7.123333in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Figure 7c: Priorities w.r.t. machine concurrency (cluster f)}%
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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%%
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
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View file

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%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
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%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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\endgroup%

View file

@ -1,15 +1,12 @@
\newcommand{\machinetimewaste}[3][0]{ \newcommand{\machinetimewaste}[3][0]{
\begin{subfigure}{\ifnum#1=1 0.5\textwidth \else 0.33\textwidth \fi} \begin{subfigure}{\ifnum#1=1 0.5\textwidth \else 0.33\textwidth \fi}
\vspace{0.5cm} \vspace{0.5cm}
%\ifnum#1=1 \hspace{0.25\textwidth} \fi
\begin{minipage}[c]{\textwidth}% \begin{minipage}[c]{\textwidth}%
\resizebox{\textwidth}{!}{\input{figures/machine_time_waste/#3}} \resizebox{\textwidth}{!}{\input{figures/machine_time_waste/#3}}
\end{minipage} \end{minipage}
%\hfill
%\caption{#2}
\end{subfigure}} \end{subfigure}}
\begin{figure} \begin{figure}[p]
\machinetimewaste[1]{2011 data}{cluster_2011.pgf} \machinetimewaste[1]{2011 data}{cluster_2011.pgf}
\machinetimewaste[1]{2019 data}{cluster_all.pgf} \machinetimewaste[1]{2019 data}{cluster_all.pgf}
\caption{Relative task time (in milliseconds) spent in each execution phase \caption{Relative task time (in milliseconds) spent in each execution phase
@ -18,7 +15,7 @@ Y axis shows total time \% spent. Colors break down the time in execution phases
2019 specific and correspond to event time transitions that are not consider ``typical'' by Google.}\label{fig:machinetimewaste-rel} 2019 specific and correspond to event time transitions that are not consider ``typical'' by Google.}\label{fig:machinetimewaste-rel}
\end{figure} \end{figure}
\begin{figure} \begin{figure}[p]
\machinetimewaste{Cluster A}{cluster_a.pgf} \machinetimewaste{Cluster A}{cluster_a.pgf}
\machinetimewaste{Cluster B}{cluster_b.pgf} \machinetimewaste{Cluster B}{cluster_b.pgf}
\machinetimewaste{Cluster C}{cluster_c.pgf} \machinetimewaste{Cluster C}{cluster_c.pgf}

View file

@ -9,7 +9,7 @@
\begin{figure} \begin{figure}
\spatialresourcewaste[0.5\textwidth]{used-2011} \spatialresourcewaste[0.5\textwidth]{used-2011}
\spatialresourcewaste[0.5\textwidth]{used-all} \spatialresourcewaste[0.5\textwidth]{used-all}
\caption{Percentages of CPU and RAM resources used by tasks w.r.t. task termination type in 2011 and 2019 traces (average of clusters A to D). The x axis is the type of resource, y-axis is the percentage of resource used and color represents task termination. Numeric values are displayed below the graph as a table.}\label{fig:spatialresourcewaste-requested} \caption{Percentages of CPU and RAM resources used by tasks w.r.t. task termination type in 2011 and 2019 traces (total of clusters A to D). The x axis is the type of resource, y-axis is the percentage of resource used and color represents task termination. Numeric values are displayed below the graph as a table.}\label{fig:spatialresourcewaste-requested}
\end{figure} \end{figure}
\begin{figure} \begin{figure}

View file

@ -1,246 +1,171 @@
\newcommand{\taskslowdown}[2]{ \newcommand{\taskslowdown}[2]{
\begin{subfigure}{0.49\textwidth} \begin{subfigure}{0.49\textwidth}
\vspace{0.5cm} \vspace{0.5cm}
\begin{minipage}[c]{\textwidth}%
\resizebox{\textwidth}{!}{#2} \resizebox{\textwidth}{!}{#2}
\end{minipage}
\caption{#1} \caption{#1}
\vfill
\end{subfigure}} \end{subfigure}}
\newcommand{\taskslowdownbig}[2]{ \newcommand{\taskslowdownbig}[2]{
\begin{subfigure}{0.49\textwidth} \begin{subfigure}{\textwidth}
\vspace{0.5cm} \centering
\begin{minipage}[c]{\textwidth}% #2
\resizebox{\textwidth}{!}{#2}
\end{minipage}
\caption{#1} \caption{#1}
\end{subfigure}} \end{subfigure}}
\newcommand{\ctr}[2][3cm]{\parbox{#1}{\centering{#2}}}
\newcommand{\taskslowdownheader}{
\textbf{Tier} & \textbf{\% finished} &
\textbf{\ctr{Mean response [s] \\ (last execution)}} &
\textbf{\ctr{Mean response [s] \\ (all executions)}} &
\textbf{Mean slowdown} \\
}
\begin{figure} \begin{figure}[p]
\taskslowdownbig{2011 data}{ \taskslowdownbig{2011 data}{
\begin{tabular}{rp{2.5cm}rrrr} \begin{tabular}{cC{1.5cm}rrrr}
\toprule \toprule
\textbf{Priority} & \textbf{Equivalent 2019 priority} & \textbf{\% finished} & \textbf{\ctr[1.5cm]{2011 \\ priority}} & \taskslowdownheader
\textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\
\midrule \midrule
0 & $\leq 99$ & 53.80\% & 2845 & 1767 & 3.37\\ 0 & \multirow{2}{*}{Free} & 53.80\% & 2845 & 1767 & 3.37\\
1 & $\leq 99$ & 67.44\% & 3598 & 2939 &2.58\\ 1 & & 67.44\% & 3598 & 2939 &2.58\\\midrule
2 & $\in [110,115]$ & 90.78\% & 1835 & 1782 &1.15\\ 2 & \multirow{6}{*}{\centering\parbox{1.5cm}{\centering Best effort\\ batch}} & 90.78\% & 1835 & 1782 &1.15\\
3 & $\in [110,115]$ & 95.62\% & 9683 & 8294 &3.39\\ 3 & & 95.62\% & 9683 & 8294 &3.39\\
4 & $\in [110,115]$ & 78.05\% & 2006 & 1890 &1.69 \\ 4 & & 78.05\% & 2006 & 1890 &1.69 \\
5 & $\in [110,115]$ & 100\% & 58 & 58 & 1 \\ 5 & & 100\% & 58 & 58 & 1 \\
6 & $\in [110,115]$ & 77.99\% & 567 & 567 & 1.02 \\ 6 & & 77.99\% & 567 & 567 & 1.02 \\
8 & $\in [110,115]$ & 45.48\% & 1159 & 1151 & 1.01 \\ 8 & & 45.48\% & 1159 & 1151 & 1.01 \\\midrule
9 & $\in [120,359]$ & 23.35\% & 504 & 496 & 1.07 \\ 9 & Production & 23.35\% & 504 & 496 & 1.07 \\
\bottomrule \bottomrule
\end{tabular}}% \end{tabular}}%
\taskslowdownbig{2019 data}{% \vspace{0.5cm}
\begin{tabular}{rlrrr} \taskslowdownbig{2019 data, aggregated}{
\begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 42.86\% & 1373.0 & 0.0 & 1.136770 \\ Best effort batch & 11.06\% & 4139 & 113 & 7.84\\
25 & 1.31\% & 86732.0 & 22.0 & 11.772172 \\ Free & 42.85\% & 1374 & 8 & 1.15\\
101 & 5.2\% & 65233.0 & 673.0 & 36.358841 \\ Mid & 2.71\% & 18187 & 157 & 2.55\\
103 & 1.05\% & 8210.0 & 28.0 & 1.257530 \\ Monitoring & 2.74\% & 834226 & 130 & 2.05\\
105 & 22.9\% & 3651.0 & 616.0 & 1.733089 \\ Production & 13.54\% & 54789 & 24 & 6.68\\
107 & 18.51\% & 1025.0 & 308.0 & 1.017332 \\
114 & 0.07\% & 29364.0 & 2.0 & 1.003503 \\
115 & 1.74\% & 10059.0 & 22.0 & 3.461721 \\
116 & 3.03\% & 18226.0 & 71.0 & 1.102756 \\
117 & 0.0\% & 2430.0 & 1.0 & 1.000000 \\
118 & 1.28\% & 15072.0 & 163.0 & 3.340741 \\
119 & 4.49\% & 19449.0 & 280.0 & 5.326446 \\
200 & 13.54\% & 54789.0 & 24.0 & 6.684155 \\
360 & 3.36\% & 788069.0 & 42.0 & 2.241646 \\
450 & 1.15\% & 1182248.0 & 197.0 & 1.068893 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}}
} \caption{Mean task slowdown for each cluster and each priority ``tier'' for 2011 and
\caption{Mean task slowdown for each cluster and each task priority for 2011 and
2019 data. \textbf{\% finished} is the percentage of tasks with 2019 data. \textbf{\% finished} is the percentage of tasks with
\texttt{FINISH} termination w.r.t.\ priority, \textbf{Mean resp. (last \texttt{FINISH} termination w.r.t.\ priority, \textbf{Mean response [s] (last
exec.)} is the mean response time (queue+execution time) for the last execution)} is the mean response time (queue+execution time, in seconds) for
task execution w.r.t.\ priority, \textbf{Mean resp. (all execs.)} is the last task execution w.r.t.\ priority, \textbf{Mean response [s] (all
the response time of all executions, \textbf{Mean slowdown} is the mean executions)} is the response time (in seconds) of all executions,
slowdown measure w.r.t.\ priority. Note that task priorities in 2011 \textbf{Mean slowdown} is the mean slowdown measure w.r.t.\ priority.
were expressed in a 0--11 range, so equivalent 2019 priorities are Priorities with no successfully terminated jobs have been omitted.}\label{fig:taskslowdown}
provided in the 2011 table.}\label{fig:taskslowdown}
\end{figure} \end{figure}
\begin{figure} \begin{figure}[p]
\taskslowdown{Cluster A}{ \taskslowdown{Cluster A}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
25 & 0.33\% & 5769.0 & 1203.0 & 82.97 \\ Best effort batch & 212.62\% & 71108 & 14201 & 5.17 \\
101 & 81.92\% & 63305.0 & 6346.0 & 30.80 \\ Free & 0.33\% & 5769 & 1203 & 82.97 \\
103 & 14.99\% & 3074.0 & 3033.0 & 1.13 \\ Mid & 46.22\% & 8510 & 9135 & 1.16 \\
105 & 57.68\% & 1666.0 & 1750.0 & 1.08 \\ Monitoring & 2.82\% & 1200998 & 1054458 & 2.86 \\
107 & 53.93\% & 1022.0 & 1031.0 & 1.02 \\ Production & 27.21\% & 4546 & 16845 & 4.12 \\
115 & 4.11\% & 2041.0 & 2042.0 & 1.00 \\
116 & 13.05\% & 4443.0 & 4443.0 & 1.03 \\
118 & 11.91\% & 1817.0 & 1814.0 & 1.00 \\
119 & 21.26\% & 2250.0 & 2877.0 & 1.50 \\
200 & 27.21\% & 4546.0 & 16845.0 & 4.12 \\
360 & 0.62\% & 514181.0 & 400580.0 & 2.92 \\
450 & 2.2\% & 686817.0 & 653878.0 & 1.14 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\taskslowdown{Cluster B}{ \taskslowdown{Cluster B}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 45.19\% & 1351.0 & 1467.0 & 1.18 \\ Best effort batch & 71.84\% & 1018454 & 550288 & 8.47 \\
25 & 0.02\% & 10696.0 & 4121.0 & 133.48 \\ Free & 45.21\% & 12047 & 5588 & 1.18 \\
101 & 66.48\% & 6069.0 & 5402.0 & 433.41 \\ Mid & 8.82\% & 225147 & 336262 & 1.11 \\
103 & 0.11\% & 19430.0 & 14897.0 & 1.65 \\ Monitoring & 4.12\% & 2627612 & 2024679 & 1.51 \\
105 & 0.46\% & 934421.0 & 392431.0 & 2.41 \\ Production & 30.92\% & 182604 & 466329 & 9.71 \\
114 & 0.68\% & 32949.0 & 30470.0 & 1.00 \\
115 & 4.12\% & 25585.0 & 107089.0 & 5.92 \\
116 & 8.32\% & 29290.0 & 29017.0 & 1.11 \\
118 & 0.31\% & 2776.0 & 2776.0 & 1.00 \\
119 & 0.2\% & 193081.0 & 304469.0 & 2.56 \\
200 & 30.92\% & 182604.0 & 466329.0 & 9.71 \\
360 & 3.5\% & 1048245.0 & 495124.0 & 1.61 \\
450 & 0.61\% & 1579367.0 & 1529555.0 & 1.06 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\taskslowdown{Cluster C}{ \taskslowdown{Cluster C}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 50.89\% & 933.0 & 1002.0 & 1.11 \\ Best effort batch & 52.96\% & 1236666 & 997117 & 7.40 \\
25 & 22.47\% & 171281.0 & 4551.0 & 8.19 \\ Free & 73.36\% & 172214 & 5553 & 1.12 \\
101 & 52.63\% & 6271.0 & 2498.0 & 421.49 \\ Mid & 95.4\% & 579844 & 248553 & 2.04 \\
103 & 0.01\% & 3344.0 & 7444.0 & 2.79 \\ Monitoring & 5.88\% & 2159459 & 1761833 & 1.74 \\
105 & 0.02\% & 1202141.0 & 863764.0 & 1.37 \\ Production & 3.61\% & 352603 & 357993 & 4.14 \\
107 & 0.0\% & 7033.0 & 93102.0 & 14.71 \\
114 & 0.02\% & 3148.0 & 3142.0 & 1.01 \\
115 & 0.28\% & 14729.0 & 27168.0 & 1.98 \\
116 & 0.01\% & 2846.0 & 2851.0 & 1.02 \\
117 & 93.17\% & 2144.0 & 2144.0 & 1.00 \\
118 & 0.0\% & 1114.0 & 1112.0 & 1.10 \\
119 & 2.22\% & 573740.0 & 242446.0 & 2.04 \\
200 & 3.61\% & 352603.0 & 357993.0 & 4.14 \\
360 & 4.37\% & 769284.0 & 442062.0 & 2.06 \\
450 & 1.51\% & 1390175.0 & 1319771.0 & 1.07 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\taskslowdown{Cluster D}{ \taskslowdown{Cluster D}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 26.52\% & 1398.0 & 1469.0 & 1.12 \\ Best effort batch & 50.56\% & 1154060 & 1135023 & 12.04 \\
25 & 16.29\% & 21432.0 & 4037.0 & 65.68 \\ Free & 42.82\% & 22831 & 5506 & 1.15 \\
101 & 45.31\% & 8391.0 & 3317.0 & 315.95 \\ Mid & 86.34\% & 228762 & 225269 & 2.56 \\
103 & 0.0\% & 6791.0 & 6647.0 & 1.07 \\ Monitoring & 2.21\% & 1588844 & 913816 & 2.16 \\
105 & 0.05\% & 825749.0 & 924081.0 & 2.90 \\ Production & 6.53\% & 279565 & 349364 & 5.51 \\
107 & 0.0\% & 300532.0 & 174837.0 & 1.55 \\
115 & 5.19\% & 12598.0 & 26142.0 & 2.19 \\
116 & 0.13\% & 9268.0 & 10955.0 & 1.28 \\
117 & 85.71\% & 10969.0 & 10969.0 & 1.00 \\
118 & 0.05\% & 24041.0 & 30599.0 & 2.05 \\
119 & 0.44\% & 184484.0 & 172746.0 & 3.02 \\
200 & 6.53\% & 279565.0 & 349364.0 & 5.51 \\
360 & 1.59\% & 650116.0 & 390151.0 & 2.48 \\
450 & 0.61\% & 938727.0 & 523665.0 & 1.33 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\taskslowdown{Cluster E}{ \taskslowdown{Cluster E}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 42.81\% & 802.0 & 1127.0 & 1.44 \\ Best effort batch & 0.47\% & 280811 & 205838 & 8.06 \\
25 & 5.34\% & 32247.0 & 38946.0 & 2.68 \\ Free & 48.15\% & 33050 & 40073 & 1.44 \\
101 & 0.02\% & 30603.0 & 27726.0 & 1.12 \\ Mid & 0.46\% & 62123 & 83322 & 10.31 \\
103 & 0.02\% & 76294.0 & 48552.0 & 3.16 \\ Monitoring & 37.71\% & 1415296 & 1263746 & 2.82 \\
105 & 0.4\% & 106677.0 & 64190.0 & 14.75 \\ Production & 1.96\% & 231639 & 414149 & 8.54 \\
115 & 0.03\% & 67237.0 & 65369.0 & 1.00 \\
119 & 0.46\% & 62123.0 & 83322.0 & 10.31 \\
200 & 1.96\% & 231639.0 & 414149.0 & 8.54 \\
360 & 37.16\% & 611504.0 & 439280.0 & 2.87 \\
450 & 0.55\% & 803792.0 & 824467.0 & 1.11 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\taskslowdown{Cluster F}{ \taskslowdown{Cluster F}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 45.21\% & 2929.0 & 2973.0 & 1.09 \\ Best effort batch & 44.29\% & 1368306 & 1563086 & 6.14 \\
25 & 0.65\% & 184518.0 & 34096.0 & 2.23 \\ Free & 45.86\% & 187447 & 37069 & 1.09 \\
101 & 40.3\% & 8160.0 & 10083.0 & 323.86 \\ Mid & 31.36\% & 200116 & 110201 & 7.60 \\
103 & 0.06\% & 46444.0 & 47234.0 & 1.17 \\ Monitoring & 8.42\% & 2079134 & 1682711 & 2.08 \\
105 & 0.22\% & 1111530.0 & 1173594.0 & 1.55 \\ Production & 3.65\% & 297168 & 492372 & 5.94 \\
107 & 0.06\% & 80151.0 & 78835.0 & 1.01 \\
114 & 0.01\% & 677.0 & 677.0 & 1.00 \\
115 & 3.65\% & 121345.0 & 252663.0 & 5.09 \\
117 & 0.0\% & 15875.0 & 15875.0 & 1.00 \\
118 & 0.0\% & 30045.0 & 25492.0 & 1.00 \\
119 & 31.35\% & 154196.0 & 68833.0 & 7.61 \\
200 & 3.65\% & 297168.0 & 492372.0 & 5.94 \\
360 & 7.42\% & 963351.0 & 569428.0 & 2.17 \\
450 & 0.99\% & 1115783.0 & 1113282.0 & 1.02 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\taskslowdown{Cluster G}{ \taskslowdown{Cluster G}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 33.61\% & 3010.0 & 3317.0 & 1.14 \\ Best effort batch & 104.33\% & 294959 & 184724 & 19.06 \\
25 & 0.23\% & 61708.0 & 12156.0 & 8.69 \\ Free & 33.85\% & 64718 & 15473 & 1.14 \\
101 & 96.47\% & 133953.0 & 7448.0 & 19.38 \\ Mid & 49.06\% & 732532 & 706124 & 3.86 \\
103 & 0.03\% & 118310.0 & 112746.0 & 1.27 \\ Monitoring & 4.36\% & 1991341 & 1676276 & 1.72 \\
105 & 0.2\% & 8271.0 & 8214.0 & 1.00 \\ Production & 26.75\% & 115953 & 399050 & 14.57 \\
115 & 7.63\% & 34424.0 & 56315.0 & 1.80 \\
118 & 48.97\% & 608526.0 & 474729.0 & 3.88 \\
119 & 0.09\% & 124006.0 & 231395.0 & 3.17 \\
200 & 26.75\% & 115953.0 & 399050.0 & 14.57 \\
360 & 1.62\% & 786594.0 & 488025.0 & 2.12 \\
450 & 2.74\% & 1204747.0 & 1188251.0 & 1.04 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\taskslowdown{Cluster H}{ \taskslowdown{Cluster H}{
\begin{tabular}{rrrrr} \begin{tabular}{lrrrr}
\toprule \toprule
\textbf{Priority} & \textbf{\% finished} & \textbf{Mean resp. (last exec.)} & \textbf{Mean resp. (all execs.)} & \textbf{Mean slowdown} \\ \taskslowdownheader
\midrule \midrule
0 & 27.74\% & 5663.0 & 6211.0 & 1.12 \\ Best effort batch & 107.03\% & 947368 & 527812 & 7.33 \\
25 & 1.04\% & 304870.0 & 283847.0 & 3.06 \\ Free & 28.79\% & 310534 & 290058 & 1.12 \\
101 & 100.0\% & 34063.0 & 12250.0 & 76.44 \\ Mid & 2.18\% & 338883 & 197440 & 6.49 \\
103 & 0.48\% & 272635.0 & 92894.0 & 1.26 \\ Monitoring & 4.96\% & 2309296 & 1808698 & 1.94 \\
105 & 1.43\% & 611763.0 & 393762.0 & 4.21 \\ Production & 2.7\% & 298799 & 470783 & 5.80 \\
115 & 5.12\% & 28907.0 & 28907.0 & 1.00 \\
116 & 1.04\% & 633.0 & 42105.0 & 73.45 \\
117 & 0.0\% & 656.0 & 656.0 & 1.00 \\
118 & 1.0\% & 197687.0 & 139121.0 & 1.95 \\
119 & 0.15\% & 139907.0 & 15558.0 & 7.30 \\
200 & 2.7\% & 298799.0 & 470783.0 & 5.80 \\
360 & 4.43\% & 838719.0 & 397301.0 & 2.02 \\
450 & 0.54\% & 1470577.0 & 1411397.0 & 1.05 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
} }
\caption{Mean task slowdown for each cluster and each task priority for single \caption{Mean task slowdown for each cluster and each task priority for single
clusters in the 2019 traces. Refer to \ref{fig:taskslowdown} for a legend of the clusters in the 2019 traces. Refer to \ref{fig:taskslowdown} for a legend of the

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@ -204,7 +204,7 @@
{\actitle=title,\first=first,\last=last,\type=type}{ {\actitle=title,\first=first,\last=last,\type=type}{
\hspace{-0.1cm}\textsf{\print@blank{\actitle}\first \ \last~}% \hspace{-0.1cm}\textsf{\print@blank{\actitle}\first \ \last~}%
} }
\ifthenelse{\value{assistants} > 0}{\hfill \textsf{\textbf{\\Assistant}\ifthenelse{\value{assistants} > 1}{\textsf{\textbf{s}}{}}}}{}\\ \ifthenelse{\value{assistants} > 0}{\hfill \textsf{\textbf{\\Co-advisor}\ifthenelse{\value{assistants} > 1}{\textsf{\textbf{s}}{}}}}{}\\
\DTLforeach*[\DTLiseq{\type}{a}]{committee}% \DTLforeach*[\DTLiseq{\type}{a}]{committee}%
{\actitle=title,\first=first,\last=last,\type=type}{\DTLiffirstrow{}{, }\textsf{\print@blank{\actitle}\first \ \last}% {\actitle=title,\first=first,\last=last,\type=type}{\DTLiffirstrow{}{, }\textsf{\print@blank{\actitle}\first \ \last}%
} }
@ -256,7 +256,7 @@
\textsf{Advisor's approval}{} \textsf{Advisor's approval}{}
(\DTLforeach*[\DTLiseq{\type}{r}]{committee}% (\DTLforeach*[\DTLiseq{\type}{r}]{committee}%
{\actitle=title,\first=first,\last=last,\type=type}{% {\actitle=title,\first=first,\last=last,\type=type}{%
\DTLiffirstrow{}{, }\textsf{\print@blank{\actitle}\first \ \last}):% \DTLiffirstrow{}{, }\textsf{\print@blank{\actitle}\first \ \last}, \textsf{Dr. Andrea Ros\'a}):%
\hspace{4cm} \hspace{4cm}
& \textsf{Date: } & \textsf{Date: }
} }

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@ -9,7 +9,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 5, "execution_count": 3,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -43,7 +43,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 38, "execution_count": 24,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -51,284 +51,126 @@
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"\\taskslowdown{Cluster A}{\n", "\\taskslowdown{Cluster A}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" -1 & 10.62\\% & 783.0 & 593.0 & 1.10 \\\\\n", " Best effort batch & 212.62\\% & 71108.0 & 14201.0 & 5.17 \\\\\n",
" 24 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Free & 0.33\\% & 5769.0 & 1203.0 & 82.97 \\\\\n",
" 25 & 0.33\\% & 5769.0 & 1203.0 & 82.97 \\\\\n", " Mid & 46.22\\% & 8510.0 & 9135.0 & 1.16 \\\\\n",
" 100 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Monitoring & 2.82\\% & 1200998.0 & 1054458.0 & 2.86 \\\\\n",
" 101 & 81.92\\% & 63305.0 & 6346.0 & 30.80 \\\\\n", " Production & 27.21\\% & 4546.0 & 16845.0 & 4.12 \\\\\n",
" 102 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 103 & 14.99\\% & 3074.0 & 3033.0 & 1.13 \\\\\n",
" 105 & 57.68\\% & 1666.0 & 1750.0 & 1.08 \\\\\n",
" 107 & 53.93\\% & 1022.0 & 1031.0 & 1.02 \\\\\n",
" 114 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 115 & 4.11\\% & 2041.0 & 2042.0 & 1.00 \\\\\n",
" 116 & 13.05\\% & 4443.0 & 4443.0 & 1.03 \\\\\n",
" 117 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 118 & 11.91\\% & 1817.0 & 1814.0 & 1.00 \\\\\n",
" 119 & 21.26\\% & 2250.0 & 2877.0 & 1.50 \\\\\n",
" 170 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 200 & 27.21\\% & 4546.0 & 16845.0 & 4.12 \\\\\n",
" 205 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 210 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 214 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 215 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 360 & 0.62\\% & 514181.0 & 400580.0 & 2.92 \\\\\n",
" 400 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 450 & 2.2\\% & 686817.0 & 653878.0 & 1.14 \\\\\n",
" 500 & 0.0\\% & NaN & NaN & NaN \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\taskslowdown{Cluster B}{\n", "\\taskslowdown{Cluster B}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" 0 & 45.19\\% & 1351.0 & 1467.0 & 1.18 \\\\\n", " Best effort batch & 71.84\\% & 1018454.0 & 550288.0 & 8.47 \\\\\n",
" 25 & 0.02\\% & 10696.0 & 4121.0 & 133.48 \\\\\n", " Free & 45.21\\% & 12047.0 & 5588.0 & 1.18 \\\\\n",
" 80 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Mid & 8.82\\% & 225147.0 & 336262.0 & 1.11 \\\\\n",
" 100 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Monitoring & 4.12\\% & 2627612.0 & 2024679.0 & 1.51 \\\\\n",
" 101 & 66.48\\% & 6069.0 & 5402.0 & 433.41 \\\\\n", " Production & 30.92\\% & 182604.0 & 466329.0 & 9.71 \\\\\n",
" 103 & 0.11\\% & 19430.0 & 14897.0 & 1.65 \\\\\n",
" 105 & 0.46\\% & 934421.0 & 392431.0 & 2.41 \\\\\n",
" 107 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 114 & 0.68\\% & 32949.0 & 30470.0 & 1.00 \\\\\n",
" 115 & 4.12\\% & 25585.0 & 107089.0 & 5.92 \\\\\n",
" 116 & 8.32\\% & 29290.0 & 29017.0 & 1.11 \\\\\n",
" 117 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 118 & 0.31\\% & 2776.0 & 2776.0 & 1.00 \\\\\n",
" 119 & 0.2\\% & 193081.0 & 304469.0 & 2.56 \\\\\n",
" 170 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 199 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 200 & 30.92\\% & 182604.0 & 466329.0 & 9.71 \\\\\n",
" 205 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 210 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 214 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 215 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 360 & 3.5\\% & 1048245.0 & 495124.0 & 1.61 \\\\\n",
" 450 & 0.61\\% & 1579367.0 & 1529555.0 & 1.06 \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\taskslowdown{Cluster C}{\n", "\\taskslowdown{Cluster C}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" 0 & 50.89\\% & 933.0 & 1002.0 & 1.11 \\\\\n", " Best effort batch & 52.96\\% & 1236666.0 & 997117.0 & 7.40 \\\\\n",
" 3 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Free & 73.36\\% & 172214.0 & 5553.0 & 1.12 \\\\\n",
" 10 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Mid & 95.4\\% & 579844.0 & 248553.0 & 2.04 \\\\\n",
" 25 & 22.47\\% & 171281.0 & 4551.0 & 8.19 \\\\\n", " Monitoring & 5.88\\% & 2159459.0 & 1761833.0 & 1.74 \\\\\n",
" 100 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Production & 3.61\\% & 352603.0 & 357993.0 & 4.14 \\\\\n",
" 101 & 52.63\\% & 6271.0 & 2498.0 & 421.49 \\\\\n",
" 103 & 0.01\\% & 3344.0 & 7444.0 & 2.79 \\\\\n",
" 105 & 0.02\\% & 1202141.0 & 863764.0 & 1.37 \\\\\n",
" 107 & 0.0\\% & 7033.0 & 93102.0 & 14.71 \\\\\n",
" 114 & 0.02\\% & 3148.0 & 3142.0 & 1.01 \\\\\n",
" 115 & 0.28\\% & 14729.0 & 27168.0 & 1.98 \\\\\n",
" 116 & 0.01\\% & 2846.0 & 2851.0 & 1.02 \\\\\n",
" 117 & 93.17\\% & 2144.0 & 2144.0 & 1.00 \\\\\n",
" 118 & 0.0\\% & 1114.0 & 1112.0 & 1.10 \\\\\n",
" 119 & 2.22\\% & 573740.0 & 242446.0 & 2.04 \\\\\n",
" 170 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 200 & 3.61\\% & 352603.0 & 357993.0 & 4.14 \\\\\n",
" 205 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 210 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 214 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 215 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 360 & 4.37\\% & 769284.0 & 442062.0 & 2.06 \\\\\n",
" 450 & 1.51\\% & 1390175.0 & 1319771.0 & 1.07 \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\taskslowdown{Cluster D}{\n", "\\taskslowdown{Cluster D}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" 0 & 26.52\\% & 1398.0 & 1469.0 & 1.12 \\\\\n", " Best effort batch & 50.56\\% & 1154060.0 & 1135023.0 & 12.04 \\\\\n",
" 5 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Free & 42.82\\% & 22831.0 & 5506.0 & 1.15 \\\\\n",
" 25 & 16.29\\% & 21432.0 & 4037.0 & 65.68 \\\\\n", " Mid & 86.34\\% & 228762.0 & 225269.0 & 2.56 \\\\\n",
" 100 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Monitoring & 2.21\\% & 1588844.0 & 913816.0 & 2.16 \\\\\n",
" 101 & 45.31\\% & 8391.0 & 3317.0 & 315.95 \\\\\n", " Production & 6.53\\% & 279565.0 & 349364.0 & 5.51 \\\\\n",
" 103 & 0.0\\% & 6791.0 & 6647.0 & 1.07 \\\\\n",
" 105 & 0.05\\% & 825749.0 & 924081.0 & 2.90 \\\\\n",
" 107 & 0.0\\% & 300532.0 & 174837.0 & 1.55 \\\\\n",
" 114 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 115 & 5.19\\% & 12598.0 & 26142.0 & 2.19 \\\\\n",
" 116 & 0.13\\% & 9268.0 & 10955.0 & 1.28 \\\\\n",
" 117 & 85.71\\% & 10969.0 & 10969.0 & 1.00 \\\\\n",
" 118 & 0.05\\% & 24041.0 & 30599.0 & 2.05 \\\\\n",
" 119 & 0.44\\% & 184484.0 & 172746.0 & 3.02 \\\\\n",
" 197 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 199 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 200 & 6.53\\% & 279565.0 & 349364.0 & 5.51 \\\\\n",
" 205 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 210 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 214 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 215 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 360 & 1.59\\% & 650116.0 & 390151.0 & 2.48 \\\\\n",
" 450 & 0.61\\% & 938727.0 & 523665.0 & 1.33 \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\taskslowdown{Cluster E}{\n", "\\taskslowdown{Cluster E}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" 0 & 42.81\\% & 802.0 & 1127.0 & 1.44 \\\\\n", " Best effort batch & 0.47\\% & 280811.0 & 205838.0 & 8.06 \\\\\n",
" 25 & 5.34\\% & 32247.0 & 38946.0 & 2.68 \\\\\n", " Free & 48.15\\% & 33050.0 & 40073.0 & 1.44 \\\\\n",
" 100 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Mid & 0.46\\% & 62123.0 & 83322.0 & 10.31 \\\\\n",
" 101 & 0.02\\% & 30603.0 & 27726.0 & 1.12 \\\\\n", " Monitoring & 37.71\\% & 1415296.0 & 1263746.0 & 2.82 \\\\\n",
" 103 & 0.02\\% & 76294.0 & 48552.0 & 3.16 \\\\\n", " Production & 1.96\\% & 231639.0 & 414149.0 & 8.54 \\\\\n",
" 105 & 0.4\\% & 106677.0 & 64190.0 & 14.75 \\\\\n",
" 107 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 114 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 115 & 0.03\\% & 67237.0 & 65369.0 & 1.00 \\\\\n",
" 116 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 117 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 118 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 119 & 0.46\\% & 62123.0 & 83322.0 & 10.31 \\\\\n",
" 170 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 200 & 1.96\\% & 231639.0 & 414149.0 & 8.54 \\\\\n",
" 201 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 205 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 210 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 215 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 220 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 360 & 37.16\\% & 611504.0 & 439280.0 & 2.87 \\\\\n",
" 450 & 0.55\\% & 803792.0 & 824467.0 & 1.11 \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\taskslowdown{Cluster F}{\n", "\\taskslowdown{Cluster F}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" 0 & 45.21\\% & 2929.0 & 2973.0 & 1.09 \\\\\n", " Best effort batch & 44.29\\% & 1368306.0 & 1563086.0 & 6.14 \\\\\n",
" 25 & 0.65\\% & 184518.0 & 34096.0 & 2.23 \\\\\n", " Free & 45.86\\% & 187447.0 & 37069.0 & 1.09 \\\\\n",
" 100 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Mid & 31.36\\% & 200116.0 & 110201.0 & 7.60 \\\\\n",
" 101 & 40.3\\% & 8160.0 & 10083.0 & 323.86 \\\\\n", " Monitoring & 8.42\\% & 2079134.0 & 1682711.0 & 2.08 \\\\\n",
" 103 & 0.06\\% & 46444.0 & 47234.0 & 1.17 \\\\\n", " Production & 3.65\\% & 297168.0 & 492372.0 & 5.94 \\\\\n",
" 105 & 0.22\\% & 1111530.0 & 1173594.0 & 1.55 \\\\\n",
" 107 & 0.06\\% & 80151.0 & 78835.0 & 1.01 \\\\\n",
" 114 & 0.01\\% & 677.0 & 677.0 & 1.00 \\\\\n",
" 115 & 3.65\\% & 121345.0 & 252663.0 & 5.09 \\\\\n",
" 116 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 117 & 0.0\\% & 15875.0 & 15875.0 & 1.00 \\\\\n",
" 118 & 0.0\\% & 30045.0 & 25492.0 & 1.00 \\\\\n",
" 119 & 31.35\\% & 154196.0 & 68833.0 & 7.61 \\\\\n",
" 200 & 3.65\\% & 297168.0 & 492372.0 & 5.94 \\\\\n",
" 201 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 360 & 7.42\\% & 963351.0 & 569428.0 & 2.17 \\\\\n",
" 450 & 0.99\\% & 1115783.0 & 1113282.0 & 1.02 \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\taskslowdown{Cluster G}{\n", "\\taskslowdown{Cluster G}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" 0 & 33.61\\% & 3010.0 & 3317.0 & 1.14 \\\\\n", " Best effort batch & 104.33\\% & 294959.0 & 184724.0 & 19.06 \\\\\n",
" 25 & 0.23\\% & 61708.0 & 12156.0 & 8.69 \\\\\n", " Free & 33.85\\% & 64718.0 & 15473.0 & 1.14 \\\\\n",
" 50 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Mid & 49.06\\% & 732532.0 & 706124.0 & 3.86 \\\\\n",
" 100 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Monitoring & 4.36\\% & 1991341.0 & 1676276.0 & 1.72 \\\\\n",
" 101 & 96.47\\% & 133953.0 & 7448.0 & 19.38 \\\\\n", " Production & 26.75\\% & 115953.0 & 399050.0 & 14.57 \\\\\n",
" 103 & 0.03\\% & 118310.0 & 112746.0 & 1.27 \\\\\n",
" 105 & 0.2\\% & 8271.0 & 8214.0 & 1.00 \\\\\n",
" 107 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 114 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 115 & 7.63\\% & 34424.0 & 56315.0 & 1.80 \\\\\n",
" 117 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 118 & 48.97\\% & 608526.0 & 474729.0 & 3.88 \\\\\n",
" 119 & 0.09\\% & 124006.0 & 231395.0 & 3.17 \\\\\n",
" 170 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 200 & 26.75\\% & 115953.0 & 399050.0 & 14.57 \\\\\n",
" 360 & 1.62\\% & 786594.0 & 488025.0 & 2.12 \\\\\n",
" 450 & 2.74\\% & 1204747.0 & 1188251.0 & 1.04 \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\taskslowdown{Cluster H}{\n", "\\taskslowdown{Cluster H}{\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" 0 & 27.74\\% & 5663.0 & 6211.0 & 1.12 \\\\\n", " Best effort batch & 107.03\\% & 947368.0 & 527812.0 & 7.33 \\\\\n",
" 19 & 0.0\\% & NaN & NaN & NaN \\\\\n", " Free & 28.79\\% & 310534.0 & 290058.0 & 1.12 \\\\\n",
" 25 & 1.04\\% & 304870.0 & 283847.0 & 3.06 \\\\\n", " Mid & 2.18\\% & 338883.0 & 197440.0 & 6.49 \\\\\n",
" 101 & 100.0\\% & 34063.0 & 12250.0 & 76.44 \\\\\n", " Monitoring & 4.96\\% & 2309296.0 & 1808698.0 & 1.94 \\\\\n",
" 103 & 0.48\\% & 272635.0 & 92894.0 & 1.26 \\\\\n", " Production & 2.7\\% & 298799.0 & 470783.0 & 5.80 \\\\\n",
" 105 & 1.43\\% & 611763.0 & 393762.0 & 4.21 \\\\\n",
" 107 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 115 & 5.12\\% & 28907.0 & 28907.0 & 1.00 \\\\\n",
" 116 & 1.04\\% & 633.0 & 42105.0 & 73.45 \\\\\n",
" 117 & 0.0\\% & 656.0 & 656.0 & 1.00 \\\\\n",
" 118 & 1.0\\% & 197687.0 & 139121.0 & 1.95 \\\\\n",
" 119 & 0.15\\% & 139907.0 & 15558.0 & 7.30 \\\\\n",
" 200 & 2.7\\% & 298799.0 & 470783.0 & 5.80 \\\\\n",
" 201 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 220 & 0.0\\% & NaN & NaN & NaN \\\\\n",
" 360 & 4.43\\% & 838719.0 & 397301.0 & 2.02 \\\\\n",
" 450 & 0.54\\% & 1470577.0 & 1411397.0 & 1.05 \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
"}\n", "}\n",
"\\begin{tabular}{rlrrr}\n", "\\begin{tabular}{llrrr}\n",
"\\toprule\n", "\\toprule\n",
" priority & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n", " tier & finished\\% & m\\_last & m\\_all & m\\_slow\\_2 \\\\\n",
"\\midrule\n", "\\midrule\n",
" -1 & 10.62\\% & 783.0 & 0.0 & 1.097556 \\\\\n", " Best effort batch & 11.06\\% & 4139.0 & 113.0 & 7.843097 \\\\\n",
" 0 & 42.86\\% & 1373.0 & 0.0 & 1.136770 \\\\\n", " Free & 42.85\\% & 1374.0 & 8.0 & 1.145402 \\\\\n",
" 3 & 0.0\\% & NaN & 0.0 & NaN \\\\\n", " Mid & 2.71\\% & 18187.0 & 157.0 & 2.548757 \\\\\n",
" 5 & 0.0\\% & NaN & 0.0 & NaN \\\\\n", " Monitoring & 2.74\\% & 834226.0 & 130.0 & 2.047032 \\\\\n",
" 10 & 0.0\\% & NaN & 0.0 & NaN \\\\\n", " Production & 13.54\\% & 54789.0 & 24.0 & 6.684155 \\\\\n",
" 19 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 24 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 25 & 1.31\\% & 86732.0 & 22.0 & 11.772172 \\\\\n",
" 50 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 80 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 100 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 101 & 5.2\\% & 65233.0 & 673.0 & 36.358841 \\\\\n",
" 102 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 103 & 1.05\\% & 8210.0 & 28.0 & 1.257530 \\\\\n",
" 105 & 22.9\\% & 3651.0 & 616.0 & 1.733089 \\\\\n",
" 107 & 18.51\\% & 1025.0 & 308.0 & 1.017332 \\\\\n",
" 114 & 0.07\\% & 29364.0 & 2.0 & 1.003503 \\\\\n",
" 115 & 1.74\\% & 10059.0 & 22.0 & 3.461721 \\\\\n",
" 116 & 3.03\\% & 18226.0 & 71.0 & 1.102756 \\\\\n",
" 117 & 0.0\\% & 2430.0 & 1.0 & 1.000000 \\\\\n",
" 118 & 1.28\\% & 15072.0 & 163.0 & 3.340741 \\\\\n",
" 119 & 4.49\\% & 19449.0 & 280.0 & 5.326446 \\\\\n",
" 170 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 197 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 199 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 200 & 13.54\\% & 54789.0 & 24.0 & 6.684155 \\\\\n",
" 201 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 205 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 210 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 214 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 215 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 220 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 360 & 3.36\\% & 788069.0 & 42.0 & 2.241646 \\\\\n",
" 400 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
" 450 & 1.15\\% & 1182248.0 & 197.0 & 1.068893 \\\\\n",
" 500 & 0.0\\% & NaN & 0.0 & NaN \\\\\n",
"\\bottomrule\n", "\\bottomrule\n",
"\\end{tabular}\n", "\\end{tabular}\n",
"\n", "\n",
@ -343,18 +185,36 @@
"df = {}\n", "df = {}\n",
"dftotal = None\n", "dftotal = None\n",
"\n", "\n",
"def tier(p):\n",
" if p <= 99:\n",
" return \"Free\"\n",
" elif p <= 115:\n",
" return \"Best effort batch\"\n",
" elif p <= 119:\n",
" return \"Mid\"\n",
" elif p <= 359:\n",
" return \"Production\"\n",
" else:\n",
" return \"Monitoring\"\n",
"\n",
"for cluster in CLUSTERS:\n", "for cluster in CLUSTERS:\n",
" print(\"\\\\taskslowdown{Cluster \" + cluster.upper() + \"}{\")\n", " print(\"\\\\taskslowdown{Cluster \" + cluster.upper() + \"}{\")\n",
" df[cluster] = pandas.read_csv(DIR + \"/\" + cluster + \"_slowdown_table.csv\")\n", " df[cluster] = pandas.read_csv(DIR + \"/\" + cluster + \"_slowdown_table.csv\")\n",
" df[cluster][\"tier\"] = df[cluster][\"priority\"].apply(tier)\n",
" df[cluster] = df[cluster][df[cluster][\"priority\"].ge(0)]\n",
" df[cluster] = df[cluster][df[cluster][\"s_last\"] > 0]\n",
" del df[cluster][\"c_zero_end\"]\n",
" del df[cluster][\"Unnamed: 0\"]\n",
" \n",
" df[cluster] = df[cluster].groupby(\"tier\").sum().reset_index()\n",
" del df[cluster][\"priority\"]\n",
" \n",
" df[cluster][\"m_slow_2\"] = (df[cluster][\"s_all\"] / df[cluster][\"s_last\"]).round(2)\n", " df[cluster][\"m_slow_2\"] = (df[cluster][\"s_all\"] / df[cluster][\"s_last\"]).round(2)\n",
" del df[cluster][\"s_slow\"]\n", " del df[cluster][\"s_slow\"]\n",
" del df[cluster][\"m_slow\"]\n", " del df[cluster][\"m_slow\"]\n",
" df[cluster][\"m_all\"] = (df[cluster][\"m_all\"] / 1000000).round(0)\n", " df[cluster][\"m_all\"] = (df[cluster][\"m_all\"] / 1000000).round(0)\n",
" df[cluster][\"m_last\"] = (df[cluster][\"m_last\"] / 1000000).round(0)\n", " df[cluster][\"m_last\"] = (df[cluster][\"m_last\"] / 1000000).round(0)\n",
" del df[cluster][\"c_zero_end\"]\n", "\n",
" del df[cluster][\"Unnamed: 0\"]\n",
" \n",
" \n",
" df2 = df[cluster].copy()\n", " df2 = df[cluster].copy()\n",
" df[cluster][\"c\"] = df2[\"m_all\"] / df2[\"s_all\"]\n", " df[cluster][\"c\"] = df2[\"m_all\"] / df2[\"s_all\"]\n",
" del df2[\"s_all\"]\n", " del df2[\"s_all\"]\n",
@ -371,7 +231,7 @@
" else:\n", " else:\n",
" dftotal = dftotal.append(df[cluster])\n", " dftotal = dftotal.append(df[cluster])\n",
" \n", " \n",
"dftotal = dftotal.groupby(\"priority\").sum().reset_index()\n", "dftotal = dftotal.groupby(\"tier\").sum().reset_index()\n",
"dftotal[\"m_slow_2\"] = (dftotal[\"s_all\"] / dftotal[\"s_last\"]) \n", "dftotal[\"m_slow_2\"] = (dftotal[\"s_all\"] / dftotal[\"s_last\"]) \n",
"dftotal[\"finished%\"] = (dftotal[\"n_fsh\"]) / (dftotal[\"n_fsh\"] + dftotal[\"n_non\"])\n", "dftotal[\"finished%\"] = (dftotal[\"n_fsh\"]) / (dftotal[\"n_fsh\"] + dftotal[\"n_non\"])\n",
"dftotal[\"m_last\"] = (dftotal[\"s_last\"] / (dftotal[\"n_fsh\"] * 1000000)).round(0)\n", "dftotal[\"m_last\"] = (dftotal[\"s_last\"] / (dftotal[\"n_fsh\"] * 1000000)).round(0)\n",
@ -393,7 +253,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 7, "execution_count": 5,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -403,7 +263,7 @@
"traceback": [ "traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-7-55b47c0da7a2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mwc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m<ipython-input-5-55b47c0da7a2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mwc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'wc' is not defined" "\u001b[0;31mNameError\u001b[0m: name 'wc' is not defined"
] ]
} }